{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "# 深度学习\n",
    "百度百科对深度学习的介绍(https://baike.baidu.com/item/%E6%B7%B1%E5%BA%A6%E5%AD%A6%E4%B9%A0/3729729?fr=aladdin):\n",
    "\n",
    "深度学习(DL, Deep Learning)是机器学习(ML, Machine Learning)领域中一个新的研究方向，它被引入机器学习使其更接近于最初的目标——人工智能(AI, Artificial Intelligence)。\n",
    "\n",
    "深度学习是学习样本数据的内在规律和表示层次，这些学习过程中获得的信息对诸如文字，图像和声音等数据的解释有很大的帮助。它的最终目标是让机器能够像人一样具有分析学习能力，能够识别文字、图像和声音等数据。 深度学习是一个复杂的机器学习算法，在语音和图像识别方面取得的效果，远远超过先前相关技术。\n",
    "\n",
    "深度学习在搜索技术，数据挖掘，机器学习，机器翻译，自然语言处理，多媒体学习，语音，推荐和个性化技术，以及其他相关领域都取得了很多成果。深度学习使机器模仿视听和思考等人类的活动，解决了很多复杂的模式识别难题，使得人工智能相关技术取得了很大进步。\n",
    "\n",
    "这是百度百科对深度学习的说明，这个深度相对于之前单层、浅层神经网络(BP神经网络)而言；再从单层到BP神经网络、再到现在的深度神经网络，最大的难点就在于神经元与神经元连接权值如何调整、如何找寻大量的样本来训练大量的权值。\n",
    "\n",
    "对于当前深度学习，其深层次网络，可以提取更高层次物体特征，更好的将物体进行分类。\n",
    "\n",
    "当前深度学习，使用卷积神经网络算法进行计算，最大的好处在于，引入了“局部感受野”的思想和权值共享的方式，极大地降低网络结构中权值的个数；权值计算，采用卷积神经网络的误差反向传播算法来调整权值。\n",
    "\n",
    "何为误差反向传播，就是将数据输入网络中，经过计算得出输出值，输入对应的标准输出值和网络输出的输出值之差就是误差，将误差逐层逐层向输入成传播，调整每层神经网络的权值，这就是误差发现传播。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 1,
     "metadata": {
      "image/jpeg": {
       "height": 600,
       "width": 800
      }
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#单层神经网络\n",
    "from IPython.display import Image\n",
    "Image(filename = \"./picture/single_networks.jpg\", width=800, height=600)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/jpeg": 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v6KEUAAAAYAA6UALRRWP46+IGifDLw3Pq/iDVLHR9MthmS4u5hGg9Bk9SewHJpSkormlsaUqVSrNUqUXKT0SSu2+yRsUV88av+3/Dqrj/AIQ/wN4o8TW5BxezBNNtWOeCrTEOykchlUiq2nft16/YShtc+FutwWuRvm0vUre/MS55JTKMcc8KCfbmvP8A7Vwt7c34Nr77WPrY8A5648zopPs504y/8AclK/la59IUVwfwZ/aU8IfHeGVdB1RTqFsM3Om3SG3vrT/rpC2GH5Y5Fd5XdTqwqR56buvI+YxuBxODrPD4um4TW6kmn9zEIyK8B8Z+B9X/AGTfF9z4w8F2M+oeBdQkM/iTwzaruayY8tf2UfY95Il+8OQMivf6QjcMGrOUyvA/jnSfiT4Usdc0O+t9S0rUYhNb3ELblkU/yI6EHkEEGtavn7xx4M1T9kTxNfeM/Bllcal4I1Gc3Xibw3ApZ7In799ZKOhH3pIujDJGDXtngrxrpfxE8LWOtaLewahpmoxCa3uIW3LIp/zyOxoA1aKKKACiiigCK7sor+2eGaKOaGUFXjdQyuD1BB4NeYa/+x14LvdT+36Jb6h4K1I5zdeG7ttNLAvvYFE/dncfvHbk9zXqlFAHjsWh/GP4ZAG21fQviRYIwzBqEI0rUtu4k7ZYwYXIXCgMqZ6luMF+n/th6RoU0Np460PxB8P9Qk2qf7TtTLZFyCxCXUW6NgoGWYkKPXg16/UV3ZxX9rJDNGksMqlHR1DK4PUEHgigCp4b8V6Z4x0uO90nUbHU7OZQ8c9pOs0bgjIIZSRyK0M15V4l/Y78HajeyX2hpqXgfV5NxN/4aujYOSV25aMZicgdNyHGTjGTVGbRfjH8Mg507VPDvxE06LJS21OM6ZqLD5QsazpmIkDJLuuWPpngA9joryCP9sbRfDNytt440fxB4AunbYjaraF7OYlwihLmLdGxJPTIOOSACM+o+HvE2neLdMW90q/stSs3JCz2s6zRsQcEBlJHBBFAF6iiigAooooAKK8e+PH7c/w9+AGtrouoalc6z4nkUsmh6JbNqGocY5eOPPlj5l5cjg56AmvJbz/gpL42vphJpnwP1hbQgH/iaeIbO1uCP+uaeYB36t6dM4H1GA4MzjGUlXpUbQeznKME/OPPKPMvS5jLEU4uzf6/kfXdFfLvhn/gqP4csLhIviD4S8WfDhG4N/fwLe6avHVri3LBAW4G8AnjgV9K+HvEen+LdGg1HSr6z1LT7pd0F1aTLNDMMkZV1JUjIPQ9q8/NeH8xy2312k4p7PRxfpJXi/k2VCrCfwsu0UUV45oFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAc78SPhtY/EzRktrppree2fzrS7gbbNaSdmU/zB4I615Lqdl4k+HzeTrmly6hAi5GpaYnmRuBjJeL7yHkdMjrjpXvlIRkV4GacP0cXP28JOFTuuv8AiT3t30fS9j5jOeFsPjqn1mnJ06v8ys1LtzRejt0ekuilY+eP+FnaKOGvCj/3HgkVx/wErmrFhqmr+MnWLw7ol7dGQlRd3sbWtpGR1JLDecegHOa97axheTeYoy3qUGakAxXkQ4Urydq2I93+7Gz+9ykvwPCp8EYmUrV8UuX+5Dlf3ylNL/wE+TfiZ8IU8AeM4P8AhYFzLdaH4ilthp/i2wLWtz4U1RNwiBIYhYWZhsYjaDkPncK9H8MfFfU/BerReAvi7b2Fx/aym00zxD5A/srxGpyPImQ5WG5I6xt8j87T/DXrXjDwhpvj7wxfaNrFnDqGmalC0FzbyrlJUYYIP+PUV4foNpB4I1WP4NfEaNfEPhfXEaLwvqeo/P8Ab41y32Gdz/y8xKPkcfM6qD94E19Zg8HRwtFUKCtFf1dvdt9W9WfcYDL8PgqEcNho8sV/Tbb1bb1bererN/Uv2XLnwHdSaj8Ltfn8G3DSmeXR5c3WiXzFtzBoGyYCcv8ANCV5fJDbVANM/ahvfAF+mmfFHw9L4QuD8ses27m60S8I3ZImA3Q525CygYDLk5OKy7bxFrv7HTx2niC5v/EnwvVgltrku6e/8Nqfux3eBmW3BOBNjcgxvyBur2qGaw8W6GskbWmpabqEOVZSs0FzGw/FWUg/Q11HYSaRrFrr+mw3ljcwXlpcoHingkEkcqnoVYcEVZrxvWP2UW8E6lPqvwv1y58D6hKzTS6cAbjRb1yoA8y2JwnCgZi24GcDJzQv7Tmo/DC/Fl8T/Ds/hyNpBFDr1gHvNGuMkgF3A325JKgLIP4uuATQB7JSYwKq6Jrtl4l0q3v9Ou7a/sbuMSwXFtKssUyEZDKykggg9RXH/FP9o3wr8JL2Kwv72W9125ANvo2mQte6lcZDEFYI8sAdrYZsDIxnPFAHZarpNrrli9te21vd20ow8U8YkRx15Ugg9BXgf7QHhf4HeHXTR9U8IaVrGu3SP9m0HQLAnUbrGGP7u32lRmRcu5UfMMmtqTw98T/2gB/xNbub4WeGJAVOn2E0dxrt2pCg+ZcDdHbg5kwIsuPkJYcrXf8Awu+B/hb4NWcsfh7SLaymuebq7bMt3eHrmWZsu/XjJwBwAAAKAPnrwp+xl4s8b+JG1I614h+E/hlo2ij0DSNdnubiZS2QZGZjHD1PEY3c8niuu+HP7GniP4A6dcW/gL4gJaR3krT3H9saDBezTMW3HdOhjkb0zIXIy3tj6DooA8hW++N3hu5Bm074e+I7GHH/AB63VzZXc/zHJw6mJflx3PQ9aji/aM8aeHrZX8S/CDxXbuw4TQ7y31jvjnBjxxk/lXsVcn8YvjLofwS8Kf2prUzZmkFvZWcC+Zd6jO33YYIxy7nrgdACTgAmgDiNQ/bq8AeGYN3iObW/CbKCXXWNJntxHjIwZApjyccANznHWvPdC+K+k/t03sw1LxFpmifDS1m2/wBhm+ji1LxC6spQ3eTuhgzz5IwzkruO35T3fg74M6z8afFFj4z+JcJgFlKLjRPCSyeZa6QVYlJ7g5xPdHg5xtj+6oJBY974o+A3gnxq4fVvCXhzUZFztkn06J3X6NtyPwNAHQ6FbWNho9tBpsdvFYQxhLdLdQIkQcALt4x9K8X+JerXv7Uvji48B6BcTW/gvSJQni7WIHKfa3HP9mW7jksRjzmB+VWCg7mOOC+Ln7PfhPUfinaeB/hxa6joXimRI7rWNWsdUufK8P2O4nmMyFPNk5CJtHXceBXf+EP2O9U+EehWul+BviZ4t0LTrck+RewW2pLy5ZsCRAATk84zzkkmgD2jRNFtPDekW2n2FtBZ2NlEsFvBCgSOFFGFVVHAAA6UxfEVi/iBtKF3bnUktxdta7x5ohLFBJt67SykZ9Qa8ui0T42eGxmLXvAniaKPA2XunzWM83rmSNii9B0jPU+mD5D8cfjb8Qfhv8afA+pSeAYLnxVKzWU1noWsJdtq2ns37xDEVWRQjYdJGARWyGPzfKAfT/xL+Iml/CXwDqviTWZ/s+maPbtcTvjJIHRVHdmOFA7kgV8ezQ6p8evFUXjPxxCzTZMmi6FMQ9toUJA2kr0e4YAFnOducL0r0z9uXWm8W6n8PPCciNHa6rfNrGo2z/eMVtHvSNwMgjzWUEdMgelc6Ofx5r53Marq1nSfwxtp3e/4aW8/kfs3B2Ahl+Wxx0V++r83vdY003G0ezk1Lme/KktnJMPzHnn60YpaK5T2jnPGnw8i8T3lrqdncz6L4k0xvM0/WLTC3Nq46Ano8Z/iRsqRnivf/wBlH4/3Xxm8L31hr0VvZeMfDMws9Xt4uI5SRujuIx18uReR6EMOoIryPrWZ4I1h/h1+1b4I1eElLfxKJ/DmpKpwJgymW2YjoSsikDPIDNjrV4eq6FVTjs2k/npf1X5GGb4COa5dUw1XWdOMp031XKnKUb/yySenSdmre9f7HopA/wBfyo3fX8q+pPwYU8ivn/xr4I1b9kvxfqHjXwdZz6l4J1OQ3XiXwzbLl7Vz96+sk6bscyRDG7GRzXv+76/lSEhhg/yoAy/A/jnSviT4Usdb0O+g1HS9RiE1vcRHKup/UH1B5B61rV8/+M/BGr/sn+Lbjxf4I0+51HwRqMxn8S+GbZC7WjMctf2SdQRyZIl4YZIGa9q8E+ONJ+I3hWy1vRL6DUtL1GIS29xA25JFP8iDkEHkEEGgDWopN31/Kjd9fyoAWik3fX8qN31/KgBaKTd9fyo3fX8qAFopN31/Kjd9fyoAbcW0d3A0UqJJG4wyMuVYe4ry3X/2OfBd3qZ1LQ7e98GaxlSL7w9ctYvhSSFKL+7ZMnJUrg8Zr1Td9fyo3fX8qAPHRoHxi+GG0WGreH/iLpcW0mLU4/7N1QqqklVljzC7s2PmYIAOx5Jktf2xdH8PTJb+OdD8RfD+4bK+dqlqX093Chm2XUeU2jONz7MnpXr276/lXPfFa91PTvhxrNxomjW/iHVoLV3tdNuHEcd64HEZYggZoA5b4RfGNfGXxP8AFmiPqdjqUMH2fU9ImtWV0mspkxwykglJUdTnB74wQa8z/bp/ah1vwpq1j8M/AU8dt4w8R2j3V/qrLuHhvTs7GuFHQ3DE4iByAcMQR1v/ALKv7OXg678QR/FG2u1u/Et2ksFzFY2y6ZZ6bMSPPgNqihlkVgQ3mksTyetfOHw414/FHx98QfH0/wA8/ijxHdW9sS24w2Vm5toYw390lJJPrIfbH3vAeU0cRXqY7ExUoUUrJ6pzk/dTXVJKUrbPls9Gc2Jm0lFdTQ+G3wt0j4W6S9vpcLefct5l7fTt5t5qMpyTJNKfmdiSevAzwBXRbaWiv0itXqVpupVd5Pds40klZDJYVnheN1V45AVZGGVYHqCOhFcr4A+IF/8AsH+Kf+Eg0BJ5/hjfXIbxN4cjb91pIcgNqNkvSPb1liGFZeRgjNdbUN/YQapZS211Ek9tcI0U0bqGWRGGGUg8EEE1dKpBxlh8RHnpT0lHuv0kt4y3T1Brqtz7i0nVbfXdLt72zmS4tLuJZ4JUOVlRgGVge4IINWK+cf8Agl/4wuNU/ZxufDV5M8958PNbvPDTO5LO0MTCS33Ekkt5EsWSe+e2K+jd31/KvwzPMseXZhWwTd+STSfddH81Z/M9KnPngpC0Um76/lRu+v5V5RYtFJu+v5VxfxM+Ln/CrPE2hf2laeX4Z1VntrrVi2I9MuCUEIm7LHISy7zgBtoP3hQB2tFIDkUtABXnH7Q37X3wu/ZN0SPUPiV4/wDCXge0nwYn1nU4rUygttyqsdzDJAyBjJFcP/wU/wD22Y/+CeX7Dvjz4smwh1S68M2aCwtJn2RXN3NIsMCOcghDI65xyRwOTXzR/wAEtv8Aglj4T+KvwG8M/HT9ojTbH41/Gr4q6RaeIb7VPFltFqUWhQXFurw2NnCwMUKRxOqsUUFjnnAFAH2t+z7+1V8OP2rPDc2r/Dfxv4Y8babbOsc1xo2oR3awswyA205XI6ZHP4V6BX42/Hj4Y+Gv+CfX/Byz+znpvwatbXwNpvxo0G8g8ZeH9JtFttNvIwbpkm8tMJvd4s/dyhhyD85r7A+PX/BQb4q/Bv8AbP8A2c/htqPgHwroekfGXW9V0+9uX1ptTu4YrKJJFaIIkaKZBMhO7O0gjB60AfaVFNjbcgPqM06gAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooqC/1O30uAyXM8UEY6tI4UD86TaSuxSkormlsT0Vx037QHgq3u/JbxPoocHB/0tMD6nNdLo/iGx8Q2/m2N5bXkXB3wShxzz2rloZhha8uSjUjJropJ/kziw2aYLEScMPWjNrpGSb/Blyud+KXwx0r4v+CrrQ9XiZ7ecrJFLGxSazmQ7o54nHKSIwDKw5BFdFRXWdx5F8EPiPqVvrF38NviBJFL4qsYS9ndSoqxeKbD7v2iMZIZ1+7MnVSQSNrgnK1f4deIf2XNUm1jwBZTa54JmZp9T8Io376xYnLT6cT+JNuTtP8ABgnB7j49/BSD40eE4YY7t9I17SJxfaLq0S5l026X7rgZG5T0Zc4ZSRXD+G/21tH8NaNcaV4/U6H4/wBHlWzvdEtIZLqXUJCCUns0Vd0sMiguD/AMh9u00Aep/DT4naH8XvCVvrfh++jv9PuMjcAVeJxw0ciHDI6ngqwBBHNYfxf+PnhH4WxLp+tXa3up6hiG30S0i+139+W4CpbrliMZJJAUAEk4BrwbxX8Evil8S/FOq+NvA1nB8JZdStyLmwa6233iQh+GuAqtFbSFM7ZQDIrN82RXo37HsPge30/UbfSNJutH8a2OyLxHa6xL5+sxS4yDNM3MqHJKyL8jZyOc0Aed6N+zJ4+8c69da34Snk+AGl6ivnSabaS/brjUJGLMJZrcMIIH+cBgmWyuCXCrja+EviHT/wBjfT/sXjnwVD4aEgBuvGenNJqVjqMnlqGe5nfNzE7eUc+blPlT59zBa+mKR0EqFWAZWGCCMgigCpomv2PibTkvNOvbTULSTO2e2mWWNsdcMpINXK8h8Sfsl2WkatNrXw71W6+HeuyfM66egfS7xgoAWezP7srlUyU2PgHDAsSa0f7RfiP4SOtv8T/C72FqJBEviLQ997pku5iFLpjzoeNudykZ3Y4GaAPZ6KzfCvi/S/HOhQano2oWeqadcjdFc2syyxSD2YHFeb/FP476lqniq48D/DqC31fxiir9vvJjnTvDSN0kuSDlpCA2yJfmYjnABNAGt8bP2g7X4WX1hoem2MniPxprny6XodtJtklBODNM2D5NuuCWkYYGDgE8Vn/Bz9n680TxS/jPxxqUPiXx1cxGFJY0K2OiwttLW9nG3KqSoy5+dsDOOlL8MvAfhL9m3T7y71jxDZXPiXVWMusa9q91FHd6g/LYJJGyNRnZGvyqB0zklupftr/DOylWO38TRaxI7BFGk2s+oKWOeN0KMoPB6ntQB6rXmv7QXxkvPBMNh4c8LQQ6n488TMYtKs25S1Qf6y8nH8MEQ6k/eYqo5auE+I/7eU3hS1tE034Z+Pbq+1a6Sy0xNQtUsI7+Z13L5ZLMzLjknb8oBzjFYvwW+GHxt0XWdY8Q6hpXgSx8TeKZS2oajqN/NeXFpCGHlW0UcS+X5Ua5G3eMk7iSaAPbPgj8HLT4N+FntxNJqWs6lJ9r1jVbj5rnVbojDSu3oPuqvRFAUAAV2ZOK8hX4L/EnxGqnW/irc2gHDQaFo8FqrDJJ+eTzHzyACCOB0Oajl/Yl8J6/DJF4m1Hxh4yhk3ERa3r1xOkZYgnaqlcDgD6CgDt/FXxx8HeC3uI9V8U6BYzWqlpYZb+MTIAcH5M7upA6V8x61+1x4R+Bvxp1HxZ4cub74haT46u4IL8WNjNNd6ZIF2RpbzbRG0ZYgeQWDbydu5sivpLwv+zl4C8GSQyaf4Q8PQ3FuMR3LWKSXC85/wBa4L9f9rsK8r/aw1S8+HHxQ8MeK7nWvDM+i6ErS2Phq/aRLm9vGBRpbdYkdnkWPhMo20yPyBQBkftdx/ZPjt8N9cZJootX02+0tY5lKmJ2CXADD+Fvkxz9Kyh0rpNf1G+/bx/ZMGu6Vot14Z8R6bfHUNEhu5lfN1auflLADKPh4zkDB6/drgfAfjWHxxof2lYpbO7gla1vrKYYm0+5Q4khcdipB+owRXzWMg6eJkntLVfck/y/E/b+G8VHGZLRlB+9RvCS7XlKUZeklJpecX5G3RRRWB6IVyHjfwknxO+KXw48LedeQtqGvi9d7OYwzxxW0MjuyuOV4brXV3V1HZ20kssiRRRKXkdzhUUckk9gKxP2WfiPop+PDeMfFcWq6Fpeo2X9leDdQ1C0aHTbyNnBmk84/KskrKuwPjKKMHLEURg6lSNKO7afyTu/8vVjrYqGCwVfH1doxlFec5xcYpfN8z/uxke5D9i/QQP+Rm+Iv/hS3H+NH/DF+g/9DN8Rf/CluP8AGvYaK+sP5+PHv+GL9B/6Gb4i/wDhS3H+NH/DF+g/9DN8Rf8Awpbj/GvYaKAPHm/Yt0Bxg+JfiKR/2Mtx/jXjXxY/Y1X9miVPEnhS+8cX/giN2m8Q6FZa1Mt5FuOXvrdwcyMvV4j94ZIINfY1IRkUAeFeCf2ZfBnxG8K2Ot6J408f6hpeoxCa3uIvE9wVkU/j19R2rV/4Yv0H/oZviL/4Utx/jWD418Dav+yj4xvPGfguyn1HwRqMhuPEvhm2GWtG6tfWUfQN1MkS43dQCa9o8C+O9J+JfhOx1zQr+DUtK1GITW9xC2VdT+oI6EHkHg0Aea/8MX6D/wBDN8Rf/CluP8aP+GL9B/6Gb4i/+FLcf417DRQB49/wxfoP/QzfEX/wpbj/ABo/4Yv0H/oZviL/AOFLcf417DRQB49/wxfoP/QzfEX/AMKW4/xo/wCGL9B/6Gb4i/8AhS3H+New0UAePf8ADF+g/wDQzfEX/wAKW4/xo/4Yv0H/AKGb4i/+FLcf417DSMwUc9utAHj/APwxfoP/AEM3xF/8KW4/xrB+KP7N/hj4VfDrWvEd5r3xRu7bRbSS7eC01+6mnmCjO1FGSSen867vx3+1V4F8Aaithca5Ff6q+Nun6XG1/dcttG5Ig2wbuMvtGeM1z4+KPxR+JhC+G/AkHhXT5sFdS8U3QWZVO5W/0OLLh1IBAZgrA/eHWgDE/YZ+BGn+BfC2qeLYPEN3rV543YXU6R6w2o2looGEjEhP7yVRw8h+YkBeirXyv+zTp7+G/AF9oE+ReeGNd1PSbhWBDbo7uQqxzz86MrgnqGBr1T9nZdD8H/tdeKNV134h/YJ9KtorS9014E0C0vL5l3M32ZMK6RoRhnLMWlJJ4FYv7V3hT/hnX9o6bxinz/Dz4pPD9rvozvg0zWQBEjyP0WOeMRoGJxvRRx3/AErw7xUZPEZb9qooyj5yp83urzcZya7tWWrOPFrafb9SzRSA80tfbHOFIV3/ACjq3Apa5D4reMNRsIrHw54Yt21Hxx4sc2OhWSAMfMI+e5kzwsMQO5mPHAHet8NQlWqKnH73sktW2+iS1b6JXE3ZXPW/+Cb/AIGj8d/DT4s6nNPfW+neMPG139mktLhoJPKto4LYsjKcgmSBwTxkD0r1cfsXaCB/yM3xG/8ACluP8a6v9nL4M2n7PnwR8NeDrN/OTQrJLeSc8tcy4zJKT1JZyxyeea7avxfijMqePzWviqPwN2j/AIYpRj8+VK56FGDhBRZ49/wxfoP/AEM3xF/8KW4/xo/4Yv0H/oZviL/4Utx/jXsNFeAanj3/AAxfoP8A0M3xF/8ACluP8a87+O37ItrrjWPgvRNa8ezXvieKY3N3ea7czWWnWibRI8iZ2ysS6qsTEBstnhTX1LRQBgfC74e23wp8AaX4es7rUb220qBYI5r64a4nkA7s55J/lW/RRQB8pf8ABav9hLWP+Cjf/BOnx18MPDlxaW/iS++zajpBupDHDLc2syzLEzDO0SBSmSCBvzxjI+LP2S/+C1Xxr/Zu/Zz8F/BrxZ+xh8d9d+LPgnSrbw1C2k6Z5eh6t9kUW6zNdEEQlo4tx2q6F/ukKwx+wFJsA9fzoA/N/wD4Jkf8E5viv43/AGxte/a6/ag/s+1+KWu2P9meFvCVnJ51v4L0452xlskeaEZl2gkAvK7Eu/y7P/BU8Y/4Kw/sCf8AYyeJv/SKyr9BwMCvgb9sj9lv9o/9pD9tb4EfEvSvBPwlsdH+Bes6tfR2t749vftOvRXcUUS/c0orbkLCrYJk5YjOBkgH3xD/AKpfoKdWB8L9T8R6x4Fsbjxbo2meH/EDhxdafp+qNqdtb4kYJtuGggL7kCMf3S4LFecbjv0AFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAJnmlJxX5df8ABXDXPiT/AMEu/wBrzwd+1p4R1rxXrnwjubiLQvif4Pk1G8vLKC3lIRdQtrcs0cBUAElQB5iJnIkYHT8Xftg/ET/gtX49u/h5+zhqWqeC/gBp9zFb+Mfi7btJaX+p4BeXTtHVgrBmG1XnHKc9ARuAP0yBzRXz/wCF/jjZfCPSF8B/DTwJ8QvihbeBXTR9Su7TULeQWcqgl0kvdSuovtVwp5kWN5HUuA2CcV0X7JX7b3gT9s3S/EB8KXGpWet+DtQOk+JPD+sWT2Or+HrwZzDcwPypODtdSyPg7WOKAPXqKKKACiiigAooooAKKy/FXjTTfBUFpLqdytpFfXcdlC7g7TLJkIpPRc46nA6etaM8628DyOwVI1LMxPCgdSaL21YNpas474t/Fr/hAEtrGwt11DXtRB+y2zNtRFHWWQ9kH69BXl03g9vE9z9r8S3cmv3rYJWfi1hPXEcP3QB2Jyfejwnfy+Mb+/8AE90P9I1uUmEEf6i2QlYkH4AsfUt9K3a/KsZjJZpP29bWn9iPS3STXVvfX4dl1b/E8fmEs5n9Yr60n8EPs8vSTXWUt9fhvZWd260ekWsUWxba2VAMBRCuB+GKy5/Adpb3f2vTGl0TUFbetzYt5RLf7Sj5XHsR0rdorGphaU0lKO23l6Pp8jnq4SjUSU4rTbuvR7p+aN/4R/F+81LVv+Ed8SeSmsiPzLW6iG2HU4xwSB/DIP4l/EcdNj4q/Hnwt8GbaL+3dTSK8ugfsenwKZ76+bgBIoUy7ksVUcYyyjPIryv4g6DLrXh6RrSWW21KxP2uxuIgPMhmTlSucjnpzwc8g1Y+EniD4P8AwS8LReIrjX9Dh16/t0fU9U1XU1utVldhkiSRiZMDG0DAG1FAGFAH13DWZ1ZuWCxEuaUVeLe7jtr3cXbXqmr63Z95wjnFarKWX4qXNKCvGT3lHZp93F2TfVON7u7eob34nftAKVt4pPhb4VkYYnmUTeIL6Pefup9y0yqj72+TEo4QqQc7xT+xZp/guwh8SfD55rP4kaO73cGr6jcPdS62zAebb3jMfmjlAI+XaI2bcoGMHfl/bO8JahN5WgWnifxbMx2xDR9HmljmO7b8szhYsZzzvxx1qEfHj4h+JY430H4R6pHBJ8rSa7q0GnSQEhtrGIbywBAyAwPNfWn3B1fwH+NVl8b/AAWb6K3l0zVLCZrLVtKnI+0aVdp9+GQfqD0ZSCODVL41fAG0+J01trel3b+HfG2jqx0rXLVQZYSQR5Uq9JoGzho2+qlTg14p8TfhH8eE8XXfxC0B/A2j+IIrP7HPY6OJ55tatgwZRKs5ELzxfvDGeM7ypYA8dl8M/hvcftA+C7TxFL8XfGmr6dqaFmg00Q6QkEnIaNkVTLFIhJVkZ8hhyMigDovhx+0ebHX28JfEVLHwt4yto98Zabbp+txAf8fFrK2ARw26MnehHIwQTo+Jf2wPhh4UhD3Xjjw9InmCIm0uRebGJAw3k79pyR1x1rntd/4J+fC7xZpk0Os6HdazdSxtGL++1K4uLyPIAysjPkEYGPTFc78MNRH7H+s2fhvxvpeh2+j3kq2mjeM7HT4bWO7kIIWC+WNR5M5AGH+5Ic8g8EA6sfthWeuKR4c8GfEDxITgxS22ivDazZz0mk2oO3UjqKdffEb4s+I7dv7N+H2h6JEwwZtd1pZCgxyWigU5HtvH4V6lrviOw8L6Fc6pqN5bWOnWcRnnuZ5AkUUYGSzMeAK8SQ67+2bN92/8M/CbOc8waj4uUHj/AGoLQ4z2eUY+6pOQDwjwZ8HPiJ8Yfj3q174E8T6H4Q0K3LWms614Us57XTbudQV8mGOSRknkUklnVQik4yzDi94F/Z8b9l6zudJ+J7ePNQ8MXUzzy63ompSSaQ7ELukuoYkW4tyAz5kZ2UiPORkLX2r4b8NWHg7QbXTNKs7bT9PsoxFb21vGI44lHYKOBV1lDqQQCCMEHvQB5L8Lf2dPhBqehWuq+HdB8Pa7aScxX0sh1NiRwR5srO2QRggnggjAOa7Txz4u8PfA7wLqOuX4t9M0yyQyyiCEBpW/hRFUZd2PAA5JNcP8TP2a/DmhPe+LfD2ry/DTWrVDdXWqaeRHZzqhVz9rtyRFMmEIOcMA74ZSxNeM+EPiP4o8Z+KdA8bfFXw/quo+BNJBfQb7StPY2jy79i6pe2eTNGWBXywFdUDM2ABuAB7F8DPhpqvjXxYfiX45tWh1+8iMeiaTJ8y+G7JsHZz/AMvEgAMjduFHQk+x1jeBfiFofxN8PQar4f1Wx1jTrhFdJ7WYSKQyhhnHQ4IODg81V+JXxa8OfCDRP7Q8R6ta6ZAxCRCRsy3DllUJHGMtIxZlAVQTlh60AdHXMfE/4zeGPg1pKXniXWbPSopW2wrI2ZZ2wThIxlnOATwDgAk15/D8Q/iR8dWA8J6QvgLw3MFZdc1+38zUblD8waCyyNgKheZmUgSH5QybT0fwt/Zi8NfDHVf7YZbvxD4okUCfXtZm+138hxg7XbiJfvEJGFUb2wBk0Acy3jD4l/HtAPDmnv8ADnw1LjOp6zbbtYuUIIPlWp4hIOOZeSOQBwapeM/2cPh/8Ifhnrmt63qV1/azQBpvFOr6lKdQWcACJllVgyEuE+SIDccDBr0b40fG/RPgb4aW+1Vp57q7cw6fptpH517qk/aKGMcs3TJ6KOSQK4rwH8Edc+JvjK18a/FAWc13ZkyaH4ZixLY6Bk5Erk8TXe3AMmAqfMFHegDwz9k7w14+8IfFD4aRPq3iXS/AWqQXMdrpGo3O+a8ENoZDctGEUQxSSvlYmy4ABJy2B7Z8ev2PYvHviiXxb4R1MeFvGLxbLhzF5lhrAA+VbqLqSMACRcOBnrxj1rU/CGn6x4h0zVbi2WS/0fzfscpJzB5qhHx25UY//Wa06xr4enWjyVFdf1senlOcYvLa/wBYwc+WWz2aa6qSd015Nee6R8X6xB8Qvh9KYfEXw41662Af6b4c26pby9eRGCJVPHQqcZxk1Us/GHiTxIwi0X4Z/Ee9uHbYBe6QdLiUnuzzlQB719t0V5n9kO+lR29Ff+vkfcx8RY8t54OHP5Smo/NXb+6SPmDwV+xfr/xQ1CG7+J91ZW2iwS+YvhfS5Gkhu8E7ftdwQDKvAOxQqnODnHP0R4g8B6L4r8JSaBqWlaffaJNCLd7Ce3V7dowMBdhGMAdPTFa9FehhsJToJ8m73b3f9dtj5DO+IsbmsovEtKMfhjFWjG+9l3fWTbk7K7dkeHP4J8b/ALMUvneE2v8Ax34IT/W+H7y4Mmq6ap5L2lw5JmUY/wBTJ8x3cNkYb0f4S/Gjw78bfDv9o+Hr8XKxtsuLeRDFdWT5IKTRNh42yDww5xkZFdVXmvxX/ZusfG3iEeJ9BvZvCPjm3C+VrVigzdBcbYruPgXEJwAVbnH3WU4NdJ4R6VRXj3hT9o6/8DeI7Xwv8UbGDw7q103k6frUDE6PrjDrskPMEnK/u5cZz8pbBx7ArB1BByDyCO9AC0UUUAIy7hg14B468F6r+yT4nvPGfgqwn1LwXqM5ufE3hq3Us1oT9++slHRh1kiHDDJABr6AoPNAGV4I8b6V8RvCtlrei3sGo6ZqMQmt7iFtyyKf69iOxrVrwDxv4H1X9kzxbqPjfwbZz6l4L1KQ3XiXwzbDL2zn79/Zr03Y5ki43YyOeK9o8DeOtJ+JPhOy1zRL6DUdL1GITW9xEcq6n+R9QeRQBr0V514+/ar8DfDy+exudaTUNXUErpmlxtfXshDBSojiDEHJ5zjHOcYNYR+KHxT+I748M+BrPwrZ7ubzxbc4mYBwGC21uWIO35lYsVPQ47gHsOa878fftWeBfh7qf9nXGuRX+rsSiadpkbX128gUsI9kQO1yBkBiM8etYKfsp3njdVb4heNtf8WoWV5NNtyNN0pypPBgiO51IOCHcg4zgcAeieAPhb4d+Feliy8O6Lp2j2+xUK2sAQuFzt3N95sZPUnrQB50/wAUfin8S0C+FfBVp4Us5AxXU/Fcx3ldoKEWcJ8wE8g72Ur3U8inN+yreeO5PO8feOfFHiUOTv06zn/srTdpKsFMcOHYqRw28Ejrnkn2Ko7q7isbZ5ppEhijG53dgqoPUk8CgDE8C/Czw38MLH7P4e0PS9FhOdwtLZIi+Tk5IGTzzyaxvjF8f9C+DUNtBdG51LXdSby9N0XT4zPf6hIc7VVB91SeDI2EXPJFcVd/HnxH8edSbTfhRBbJo6Hbc+MtRgZ9PQjhktIsq1zIMg7uIuCMmui8AfB7wn+zR4c1HX769a61LyjPrPifWZRJe3YHJMkp+6g4ARcKAFAHAoA+cf2zPgx4/wDiF8HtY8W+LLrwz4f0S1zdN4XRWeKAOUQT3M8YBnnU/NjhB2zgk95+yX4+1X9qbwp4t8GePPBmhQ+CrLTLO0srR7OZV1W1mEqh2SU5VSsSsoKhhuU/Td8NeHtS/bL8RW/iLxFa3GnfDTT5hPoeizKUl111Py3l0p58rvHEevBavWtH+GkGhfFDUvEltcNF/a2n29jc2gjGxzAzmOTPUELIy46c1dOpOnNVKbs1qmtGmuqDfRnyT4w/Yd+JX7Px2/D66g+InhGPIg0XWLz7Nq+mIAxCQ3TZSdAAqhZcNlvvACuDufib4h0OUQat8I/jLYXm4q0Vv4Wk1FFI4P72AtGR7g4PY1+jFFfoeG8Ra7jbMKEasv5k3CT9be6/N8t3u22cjwi+w7HwD4d8FfGP4wkQ+Gvhxc+E7eU7Tq/jKZbVIAc/MtpGWmfBGMNs6g8ivpT9ln9izRv2dbm812+v7nxb481dNmoeIL6NVkMeciCCMfLBCOPkXqeT6D2qivMzjjbGY2i8LRjGjTluo3vLylKTcmv7qtFuz5bpF08PGL5nqwooor4w6AooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACmXNzHZ27yyusUUSl3dzhUUckk9gKfXP/FL4WeH/AI1+A9Q8MeKdLtta0HVUEd5Y3IJiuVDBtrAEZGQMjoe9AH59fFX49eLP+C3PxA8U/Bv4R3M3h79m3Sp20j4g/EaNf9I8VqOJ9G0jI27JASktwc4QnHDDdlf8EiPjFqn7AH7VXiz9hv4i7orfRGn8Q/CbWZFCrrmhyOZDaEhjmaI+YVz8xCSAnKru/Rb4SfCHwx8Bvh3pfhLwZoOleGfDWiw+RY6bptutvbWqZzhUXgckk9ySc1z/AMWv2TPht8dfiJ4T8W+L/BXh7xB4m8CzNceH9UvbQSXekSMyMWhk+8vzIh/D60Aef/sSfsS6Z/wT88K/ENF+IHizxNo3inxLqHiw/wDCS36vb6Clw7zyxxE8LHud5Hc43MSxAOa+ZP8Agk/8PdV+PX/BSj9pn9qjS7S40f4VfEo6f4c8I718uPxTHYJFFLq8a8HyXeE7HI+fzXIJArjP20P+CrEXxI/aC1vwDr/7PH7T3i34OeGJfs08GifDy9ez8eXKt8/2hpI1Y6fGV+WJRi4bDOfLAR/pj/gnv+3H4k/bd+KOvTWXwr+JXwi+HXgzRbawh0/xl4b/ALHm1O+llJV7dWUN5UMEJTCnbmYZAwtAH11SPnYduN2OM0tFAHk9/qvxsF/P9m0b4Zm281/JMmp3m8x7jt3Yhxu24zjvmov7W+OX/QF+F3/gzvf/AIzXrtFAHkX9rfHL/oC/C7/wZ3v/AMZo/tb45f8AQF+F3/gzvf8A4zXrtFAHz58Zb/4oXXwu1qPxbovwmHh1rYi9M+qXwULkbcbYg2/dt27Tu3bdvOKk/Zzu/iVd/spaw/j6O1S8/s24/spgW+2y2/kv5bXAIAD42YyA3XcAeB7R4x8C6X4+tLSDVrUXcNleRX8UbMQvnRNuRiAcMAecHIyBxwK1Li3S6t3ikUPHIpVlPRgeCDWOJpOrSlTTtdNfec+LoutQnRTtzJr71Y8E8C7f+EL0nbjH2KHp/uLn9c1rVheErGXwjeX3hm6J+06HKViY9Z7ZyWikH4ZU+6kVu1+T4K/sIxkrNaNdmtGvk9D8PwDf1eEZK0orla7Sjo18mmgooorqOwR+lYX7Nms/CnSNOi8+fwDa+LJrmZXMptY9RkG9lTcWxITt4+h96f4912XRfD8gtInuNSvD9lsYI8b5534UDOBx1OSAMckVY+C+rfC34l6FaeFb/RdNt/EtlbLFd6Rr2lpb6gGB+Y7XGXBYEgqzZGD0r1eHIOeYupHaEGn6ycbL7ot/d3Pc4TpyqZs6kdqdNp+s5RaX3Qbfy7nuWn3tteQA2ssMsYHBicMuPwqwCAe1eU3f7FHw6Zi9ho1zoMpyd+kajcWPJ5yVjcKTnnkHkD0qsP2XdZ0Ah9A+Kfj6zZAFji1CaHULeMDPARkUnr3Y19+fqB7BXh3xI8OXv7M3jnUviH4etLi98Maqwl8W6LbLukQjj+0bZe8ij/WJkblBI+YYN+Hwb8bPCyxx2fjPwX4n+6JJdY0aSzYjjcQLZsZ64yfSlb4l/FnR4GXVfhpo+tQqNskmk6+oM2Qc4hlQccc5f+IdeaAPVPDviOx8XaHaanpl1De2F9Es9vPE25JUYZVgfcVzfx58XeE/B3ww1GfxqttcaFcKLaSzlh89r93OEgjiwTJIzY2qBnPPGMj5O1D9sVf2IPiJeadd+DPF2m+D9ct5tQtdFvUiV9Muw25/ssiuyG1kLDIP+rcn/drs/gB8YvAPj/xjD418eeO9D1LxpGjPaafOsltp/hVHG7yoBMqgy7eHmPzNggYBoA5aw+G/iXwNBpOveP8ARPEGpfBrT7hp7HwrJd/bLrwym5Ps815EBm5hQdItzmEYJD4Yj7I8K+JtN8Y+HLPVNHvLa/0u+iEttcW7h4pUPQqR/kVD4a8Z6L46sWl0jVdL1i3xhns7qO4TBz1KkjnB/I15V4m+EXiL4E+JLjxJ8MoftukXUpudX8GmUR29yzNmWexLEJBcMCSUyscjDnaWZqAPa6R3EaksQABkknpXL/CX4x6D8bPC39raDdNNDHIYLiGWMxXFlMACYpo2+ZJBkZU+teNftKfHbT/G3iHUfBMfiO18M+FNJT/ir9fM4R1GN39m2p6m4dAWcqCUToMsCADTupW/bN8eS2aF/wDhVPhu5KXTA4XxVext/qweptYmAJIOJGAH3Rz6149+Jvhv4Q+Hvt2v6rYaNYxgIhlfaX7BY0HzOegCqCfavJvDvjHxZ8QvC9pofwr8OJ4F8I2kP2W01/WbQLiJAFU2lkTuYZBw0u0MOQCGDV1/w8/Za8P+D9d/t3VZb7xf4oYsTq+tyC4lhywbZCmNkSAgYCjIwOTigDxjWvhJr3x28fQeIfhnoF/8H41mMtz4lmP2OfWlyMr/AGcuUfcWkJknUE7UI3A4E/gvwjqP7K3iOTXfiL4Yu/Hlz5jyN46tpH1K5s0yNoa2cbrcYJyYBtwig5wAPqvpSHpQBi+BPiPoPxO0Mal4f1ax1ay3FDLbSh/LYdVcdVYd1YAj0rlvjN8fI/h9qFr4e0OwfxN441Zd1ho0Em0qmQDPcP0hgXOS7dcYXJNeRfHLwnpnjz4t3Gj/AAkt5dL+I0BT+2vEOlXDWljosZYPtuwg2Tyvg/usbyDklRVv4b2XiT9ju61GfxT4Xm8ZW2sXDXF/4y0OOS71SYncV+12pzJtG1QPJ+Rd6gIAGagD0j4OfAGbw14im8XeMNQTxN47vk2NelcW2lRHGbazjP8Aqo/VvvueWPQV6dWD8Pfij4d+LGif2j4b1nT9as921pLWYPsOM4YdVOCDggcEHvW9QAUUU2SRYYyzEKqjJJOABQA6ivJfGX7cHw08HapLYf8ACRR6vqMABe10iF7+QA5/55gjtjr1rK0v/goL8OLiQDUbvWvDyscCTV9HuLRCT0+YrjrxXG8wwqfK6iv6o+jp8H57Up+1hg6jT/uS19NNT2+is/wz4r0zxppEeoaRqNjqljKSEuLSdZomI4IDKSMjvWhXWmmro+enCUJOE1ZrdPdBRRRTJM3xb4Q0vx54du9I1rT7TU9MvkMdxbXMYkjlU+oP6HqO1ePHwL41/ZdczeD/ALd458CoSX8N3M+7U9JTGFFjM2BJGvH7mQ5Cg7WJ4PudFAHLfCn4zeHfjToT3+gX63Qt5DBd27qY7mxmABMU0Z+ZHGRwR34yK6mvnD9pHWvhufFkeraP4tm0P4lxobW2uvDEQ1G/uAnzm3ntkysy/MTskwRnII5rmrP9sr4qpc6HoHiPwhoPgDUNc3xW/iLXmnTTLtwfkRIlyY5nXkRyyDHJ5wVoA+sy1eeeNv2qvA3gjUW099ai1XWd6xLpekqb+8LtnapSLOwnGBvKjOBnJFYMf7K1542kEvj7x14j8WANlLK1f+yLADfuXMcBDMy9Ml8EdRXofgT4W+HPhhpqWnh7Q9L0a3jTYq2lssXy5LYJAyeSTye9AHnUfxT+KHxPUHwv4Hg8LafKo23/AItlKTgMp5FnES+5WxlXZQex548V+IX7GusfBg/8JDe6lrfjvwZd3Ml34q8K6Yz6bbJ5iYkura3gYBgjZYxjDEc5JzX2dSEbhzQBxfwM0fwOngOy1LwHZ6LFoupoJ4riwiUfacgAs7feZ+MHcd2Rg9K7Wvn/AMdeCdU/ZJ8Tah428F2VxqXg3UpjdeJvDUC7mtSfv39kvZh96SLowyRg17V4H8b6V8R/Cljrei3sOoaZqMQmt54myrqf6+o7UAa1FQ6hqEGk2MtzdTRW1tboZJZZXCJEoGSzMeAAO5rxi/8Ajr4i+PuoXekfCmKCPSYW8i88Z3yE2UZI5FimP9KkXkFjiNWAHzc4AO0+MP7QGhfBtrOzuvtWqeINW3DTNE06Pz9Q1EjrsjzwozkuxCgd64m0+BviT9oaX7f8VZFtNCaTfaeC7GbdaCMHKG+lHNxL6op8oEDAPJPa/B/9n7Q/hB9ovITc6t4j1LDanrmoP5t9qD8klm6IuScRoAi5wBXV+KfFGn+CvDt5q2q3lvp+nafEZri4nfZHCg6kmgCLWta0n4deFJ729ms9I0fSbcySSNiOG2iUeg4AA7CvEvDnhvUP2zvENn4k8RWtzp3w102YXGiaHcLsk1yRT8t5dL2j7xxH6ntS+HPDmp/tj+J7bxH4jtbjT/hnp8on0PQ51KSa86nKXl0nXy+8cR9mIr36OMRRhVAVVGAAMACgBUQRIFUAADAAHSloooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKAExS4xRRQAUUUUAFFFFABRRRQAUUUUAcN8X/hI3jn7Pqelzx2PiDTlIt5nXMc6HrDKO6H8weR6V5k3jMaDeCx8Q27+H9RGF2XJ/cTH/pnL91gcHHIPB4r6Gqtqej2mtWrQ3dtBdQsMMkqB1Ye4P1r5jNOHFXqvE4WfJN76XjLzaumn0un6p6Hx2c8JRxNZ4vBz9nUl8SavGXm1dNStpzJ7bp2VvGV1K3dNwngK+okXH55rKvvHlkl2bSy8zWNR5C2dgPOlJwTzjhRx1Y4r06b9nPwRPceYfDWmA/3Ui2p/wB8j5f0rptB8K6Z4WthDpun2dhEBgJbwrGMZz0AryKfDWYzdqs4QXdXk/uail+PozwqXCGazly1qlOEe8eab+Sagk/N83ozxib9m/xX4ktE8Qf8JAvh7xfp8on0iFIxc2NoACDDOvWRZM4dlIYY+U+q6TrPhn9pi4/4Q/4meFINE8d6Si3BsbhsNKqkEXNhcrgyRb8fdOVOAy9M+7Vxnxm+BWh/HDRoINTW5tdQ05zPpmq2UpgvtLmxjzIZByD6g5Vscg19fl2XUcFR9jR9W3q2+7ff8EtEkkkfeZTlOHy6h9Xw97btvVyb3bfV/glZJJJI4d/BXxN+BCBvDGpj4jeHYVP/ABKNcuPK1aEY/wCWV7ysn3RhZVz8zfMcBa6f4ZftPeGPiTrUmjM194d8TQDMuh63B9jvlHyfMqklZF/eJzGzffAODxXOeBfjfrfww8UW3g74oiGG6unMOjeJ4lEen66M4WOTtBdEHmM/K2CUPavQviZ8IvDXxh0P7B4l0iz1W3U74mlXEts+CN8Ugw8bgE4ZCCOxrvPSOlzXlfxg+Ptzp/iP/hC/A1lF4i8eXMYkeEviz0SEkA3N3J/Coz8sYy7ngDGSPD9W8QfE8eI9a8K/BPxTeeNPD+nQvFfX2rJFIdDmDKTbWd8/FxcbWbCSKUjHl5bqK9Q/Zi8d/DzwGG8I20F/4U8WXcxnvrPxGPK1TVrlixeUzN8t0xIY7oyRjBACkUAdX8Lf2cNP8JWep3niK4/4S7xP4ji8vWNUvowTcJtx5ESdIrdedsY4GSTkkmuB8M2Nv8APFVl8N/Glvb634B1eXyvCWo6jCtwliwBxp1yXBGVBIikJ+YYXr1+h643492HhDWvhbqdl44ubC18P3aCOWW6mEOx85Ro2PIlDAFdvzbgMUAYfiT9jb4YeK7iKS58GaMhgZWjFojWioVwBgRMo4x6Vy/jX4BeF/g14fm1l/iV4z8EafbBV86bxGzWkK42hRHNuTuMDGeBjFeefBz9p7x54quLD4f6O1m0twkj6N408Q20tsmt2CYKyQ2xVTPcBcq3Kr918HlK6Xxv8PtL+D2r6PNez33xT+MGvE22hnWZN0Ns+CJLhYFHlW1tGHd2YKWwxRSdwWgD5wll+JnxD/aqkT4Ua94mGpX2lEajrGuaZDpP2i2KlY5ZolUM3zZ8uSSNZMjgFevQfsYfDvXvhd4i1XT774f8AhrxR8Q/D800txbaprEkWqkM4cXMPnqYPLeRVIli3Ek5YhjX2T8BvgrD8HPDE6z3Tat4h1mc3+tarIP3moXLYBbnoigBUXsqik+NXwF0z4xWtrc/aLrRPEukkyaVrtg3l3mnucZAPR42xho2yrDtkAgA5r/hpjxF4eZY/EPwn8cW0p+82kiDVIYxgklpFdOOOwNT2P7bHw+kmWK/1DUtBmPVdV0q5tFQ+hkZNmfo1RfDX48al4f8AF1p4G+JNtDpXiuYmHTdUhXGm+Jwqg74W/wCWcxGd0Dcgg7SwxXpHjbXtH8JeFb7VNeubKz0jT4Wnuri7I8qFB1JJ/wAnpQBl+Hfjj4N8WWSXGm+KvD17C4yrRahEcjGc/e9K831/4k+IP2m9XuvD/gC4n0fwhbym31bxgow1zjh4NN7O3VWnPyoc7dxFca/7Pukftq+J7fXL/wAH6f4W8BWr+ZbH+z1tda8Sk5BaSRQHt7X0QHfJnJKjg99F+wn4G0GyaHww/ibwWWz8+ia3cQlMgD5Q7OqAY4CgDJNAHo3wy+GGhfCDwjBonh6xjsNPgJcqpLPM55aSRz8zux5LMSTXQV4+P2fPG/h3YmgfF3xPFbRL/q9XsbXU3mO3A3Suob72CcAd/WneT8b/AA2GYXHw78TxgkLG8VzpsxHYlwZFzknjZ/D154ANP4l/ss+HfHetSa5pz33hHxYQdmu6HL9luidpA80D5JlztJWRWB8tM9BXF/Ebxx8QPhX4A1uy8daWvivw5cWVxBJ4j8MwmO7so3Ugy3FkzcBEZiWiduIs4y20dA/xw+Inh441f4S6pOiAtJcaPq1tdpjAPyoxWQn73G3sMZzXhf7Rfxm8GXXxn8K+LPGHhXxsmjrK2jXul+ItCnitWQnMd1EgykjRu7Eq4YsspKjKigD3j9kv456R8Rf2WdD8Sfb4fsWlWTWl7cs3yxm1Bjd2PbIQPjtuxXhXxC+JWr/td3ss9xcXuj/DXeyafpkMj28/iCMHH2i6YEMIWxlYhjIOW64ru/20tTsLv4f+D/AugxQ2Wl+Ob1JLsWcYhSTToIxM6YABAkARfoMHg4rnYYlhjVUUIqgKqqMBQOABXz+ZV3UqOgvhW/m+3ol99z9f4LyungsFHNZK9ao3yP8AkinbmX96Uk0nvFRutZXVXQfD1j4W05LTTbO20+1T7sVvEI1H4Dv71cmXz4yr/OrDBVuQR6EUtFcaSSsj6OU5Slzyd2+pyll4N1H4V+Iz4j+HlzHoGsBvMuNPyw0rWRg5jnhBwrHPEiYKnB55r6l/Z8+O2n/H7wCmq20UljqFtIbTVNOm/wBdpt0v34m/mD0IINeCEZFcxoWu+Kvhr+0Rpq+DrrSbJ/iLbvpt0dUSSSzjvIF3wzlEIJcxho+o3fLk4UVrg6zw9RKPwydmvXZr57nBxFl0c3wVSVRXr0ouUZdXGKvKEnu1ypuN9U0orR6fbbuEUknAHJPpXnnjv9qvwL8P9RWxuNbj1DVXAZdP0qJ9QuiC+zJSEMVG7jLYGe9YLfsqXPjxjJ8QPG3ibxUk2fM023n/ALM0wqdpCmKDazbWHysX3Y655z6J4G+GHh34Z2DW3h7RNM0aFyWdbS2WLzCcZLEDLE4HJPavpz8MPOv+FnfFP4lsE8OeBrbwlYuQRqPim6HnBdzK4+yQ7mDjAI3PtbPUdaVf2VbvxyRL8Q/GviDxYW2+Zp1s/wDZmksApVlNvEcurA872bnpgcV7EBiigDA8CfC3w58MLH7P4f0TTNHjZVRza26xvMFGF3sBucgAcsSav+KfCmm+N9BudL1extdS0+8QpNb3EYeOQH1B/n1FaFFAHhx8CeNP2X2abwf9q8beBYzvfw5dXBbUtIjHL/YpmyZh94iGQ55Co2MAejfCb40+HvjX4fN/oN75xhIju7SVTFd6fL3iniPzRuMHgjtxkc11deb/ABV/Zv0/xz4gj8S6Je3PhLxrariHWdPABnA6JcxfcuI+SAHyRuO0jJyAekUV454X/aRv/h/rtt4b+KtlB4d1Sd/Istchz/Yus44DLIeLeRsZ8mU8EgBm4J9dvL+DTrOS4uJooLeFS8ksjhURRySSeAPegCavlj44eKIf2F/icuueFXTUdK8VO1xq/gi2JNyG/i1G0jUHy1zxJkKjHHO7iu51P45eJPj7cXWk/CiKK30yKQwXXjO/gLWUDAnctpCcG6bGMOCIhuzlsYPafCH9nzQfg/NdX1t9s1XxBqShb/W9TmNzqF532mRvuoD0RcKPTPNAHm/w88C3/wC2NoOl+LfHGp2k3hS6K3umeFNKud9mpGNrXky4NxIMHMRxGpJBDEZr3yxsINLs4re2hit7eBBHFFEgRI1HACgcAD0FeDeOfBGrfsneKrvxn4IsLjUfBmozG48TeGbZSzWzMctf2S9Qw6yRDhhkgA16zp/xh8M6n8Mx4xi1rT28NG1N4dQ80eSsYHJJ7EdCOueMZoA1/E3iaw8G6Bd6pqt3BYadYRNPcXEzbUhQDJJNeG+G/Deo/tmeIbXxH4ktLjTvhrp04n0PRJ1KS666n5by7XtH3ji98tR4c8Naj+2X4ksvEviO1udP+Gumyi40PQrlNkmuSL928u0/55944j/vHrivf40ESBVAAAwAB0oAI4xEgVQFVRgADAAp1FFABRRRQAUUUUAFFFFABRRRQAUUhOBQXAXORj1zQAtFIXAPUc9PeloAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAoqP7ZESP3sfPT5hzTwcigBaKKxPiJ8RdG+FPhG61zX76HTtNswN8sh6sxCqijqzMxACjkkgCgBnxN8KaB418Calp3ii3sbrQZoi14l4QsSovzbixxt2kAhsjBAPavkJ/HXia90E6bPrPio/s9/b2tz4tFuTqj2QxhGm3b/sBcFPtYTcYiOi5lHsmm+Ada/a7uIdW8cWNzoXgKFxJpvhaQlZ9X6EXGoc8L/ctx05Lk5AX2LxTq2i+FPCt1PrM+nafotvbsLh7tkjtkhCncG3fLt2g5HTANAEHw38N6D4S8EabYeGLewttCghUWaWWDB5eOCpHXPr3rJ+OPhvwR4g8DTnx5Bor6JBhmm1EqiwNuVlKOcFW3KmNpySBivme08ceLvh7qOr3nwE8Ma9rfw/mikeeDU7QpY2Vxv2GfSkd1mmX5X3QYVCVBQgNk+p/Av4SeDvjXp9l461bxE/xT1Jm3w3V8uyz0yTJZoobL7sBUkDa4Mn7tCzFhuoA858MeLPijamdPgn/avi7wXFCVguPGi7IlIDCNbGdmSaeLaI8PICpDBt8mTja+BkHgnxB41tV+JN3rV/8AFCEj/RvF8SwxxyJ1axiH+j7MvwyEsePoPqJVCKABgDgAdq4n9oKy8EN8L9SvPiBa6bP4d0+IzTtdxbzF2/dkfOHPAGz5iSAKAOY/bTXw7F8GXl1j7YuqQ3MZ8OHT8f2iNT/5YC277y3UDjZu3fLmuT/Y3a7m8e+I2+IXmf8AC4hGgvxMFES6f1h+xAceRkndg58zdu7Vx3wk/Z7+I2k6rZfEawjjuo7fzhoPg3xPdySzaPp8uwqsc5z9nuMD7pVgqgR7h8zV0/jz4haL8YdR0gTpqHws+MGhh59DXW4vJWdyjGS3Ev8Aqbm3k2SKQDuwhdVGAaAPpSiuE+Anxqi+MXhq4+02j6R4j0W4NjrWlSnMlhcrgkdBuRgQyN0KsKi+Nfx/sfhQ9ppNnaz+IfGWtK40fQbMj7ReMoJLuekUK9WkfAABxk8UARftQaj4Hs/hXcQ+PY47jSr6Rbe3gWMyXc9ycmNbZV+fz8jKFPmBGcjGa+ePDll4k8J+IfDmq/Hf+2bzwHERNoa3sqXEWjz7j5J1lUQB5wrLtkO5Ecc/MA590+EnwFvv+ElXxr8Qrq31/wAbtkWqRbjYeHomA/cWsZ43f3piN7nvgAV33jHxF4e0/TLi21++0eCzmiZZ4r+aNY5EI+YMrnBGM5z2oA1raaO4to5ImR4nUMjIQVZSOCCOMVJXyAn7Svhj9lDxLbQ+D/En/Ce/D6/m8t9E06R9Qu/DjHcS1rKAVeHIOYXcMvVSRxXp3hX9tCT4saR9r8C/Dvxv4ht5P+Pe7uYYtOsrnG7O2aRyOCMHIGDxQB7jRmvID4m+NXilj9j8LeDPC8EgxnVdVku7iHng7YFKNgdRvHJHPFKPg/8AE3xGI21j4pNp4Aw8GhaLDArdc/PL5jdxgjHSgD12vmjxx8TfD/wo/acu9Z+JesaNqOlSOkPhi5+1xOnhr5FaSOW2HzLI8kW4XGGPKoNuMt20/wCxT4Y8QRyJ4m1bxj4vilBDQ6vrs8sQyMHaqldv4GvNPjj8D9A+GXxE0O8f4a2118OvDsR1K/u9Ntop72e4J2RxSmVxI0KEGRlU4JEWc4wAC7+1u5f9on4e35fzdPvtG1CC1I+6ZiY5NwPr5Yb8Kyh0rc+PHiDSv2q/2d7Dx98N3k1m48Faj/aFpGLWSB7pYxsubZQ4UgmM9gc7QB1rlPC/iay8Y6Baanp0yz2V7GJYnHoexHYg5BHYg18zi4uGJmn11X3JfmvyP3LIK8cTkmGqU/8Al3enLyfNKa++MtO7UuzNCiiisTuCue16J734vfC22t223T+LbadSBz5USSNKPxUiugJrJ+CXwouf2lPi9qHiKz1rU9C0fwPFLpmk6lpzAST6jLj7RKhYFWSNP3ZGCGLuP4eVyOpONNbtr7k7v8DX6xHC4avjqnw04S+cpJxgvnJr5XeyZ9lJ90fSlryF4/jF8Ni3lnw78R9NiyVDn+ydWcYAUZANux6lmwmey9jNYfth+GdOvRZ+LbTW/AN6S21dfszBbygNt3LcLui2k9NzKT2HFfWn89HrFFV9N1a21myS5tLiC6t5OUlhkEiP9GHBqxQAUUUUAFFR3N1HZW7yzSJFFEpZ3dgqoB1JJ6CvFLz48eIv2g5v7P8AhRAkOitL5d340vos2UaDIcWUZ5uJc9GI8oEHJbjIB037RfxS8H+GfDT+H/EVgvii98QRtDaeGobcXdzqzcYUR9FXJXMj7VXqWGM1892/7MfxK0fTLDUtfsbjxZ4Ft7mS6X4bJrLyy2UTKpijM0hCXRiYMRC5CZIweBj6T+D/AOz7oXwdkvL23N1q3iLVdp1LXNRk87UNQI6b5MDCjOAigKAAMcV3VAHH/Bf4reFfip4Rjn8KXEP2O0/cNZCA202nlePKkgYBoiMY2lR0rsK81+LP7Nmn+O9eTxLod7ceEPG9tt8nXNOUCS4VeRDcp924hOBlW5+UYIxXP6V+1Dc/Ci7OkfF61tfDF1Gp+za/b7m0XWMZJ8tjlopNuMxyck52lhjIB614p8T6f4L8PXeq6teW9hp1hEZri4ncJHEg6kk/5NfE198O9W1XX774m2fhK/f4MSammrTeDhPIk+pbfvasLXG3Gf3nkkjeACRkc+0eG/DOo/tl+IrPxL4ktZ9O+G+nTC40LQ5+JNcccpe3S/8APPoY4vxPavf0jEaBQAAOAB2oAyfAPjXSPiJ4PsNZ0K8t7/Sb+FZbaaE/Ky/TtjoR2rYrwHxx4E1f9lTxhdeM/BFjNqHgzUZDP4m8MWq5Nsx5a/so+z/89Il+91AzXs/gTx5pPxM8JWOuaFfQalpeoxCa3uIWyrqf5EdCDyDwaANeiiigAooooAKKKKACiiigAooooA86/a08H+P/AB/+zl4u0f4W+IdP8KeP9Q09odD1e+Vmt7C4LLh3Co5xtDDhSeelfOXxd/Zp/a71/wD4Jr+CvBPhX4y+E9K/aB027hk8Q+MLiOY2OoQq87OkYFuXBIaAcxDhG/H7SooA+Yv2pfgf+0X49+MnwK1D4b/Ezw/4X8IeFNWtLr4iWF1HIZ/E1qksJnhhKwuPnjWZfmKcuOR1H07RRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFfnh+3L/wAFA/iv/wAE0f8Agon4Dv8Ax7e2Wufss/FOdNEa+j0iK3uPBGpPhE864VsyxFgHy4GI3k6mIbup/bQ/4Kia14g+Nf8Awz1+zHZ2Pjn433qwPqmryx/aPDngG0kyzXd9KuVaQIuVgHLF17/KQD7morx1f2h/D37NfgrR9C+JHxDstb8VWNmBqmoR6aYWuJQqu8jW1sri3Uh1Ko38JHLcmvR/h78SNA+LHhS21zwzrOm69pF2Mw3lhcLPC+Oo3KSMjoQeQeCBQBt0UUUAFFFFABRRRQAUVFc3sVn5fmyxxea4jTewXex6KM9T7VLnigDn/iN8R7D4a6ILq88yaaZxFa2sI3TXUh/hRf5nsK8m1LWfFXxAl83VtUl0e0b7mnaY+zaMEESS43MSDzjA9Krw6yfiX4yvPE0vzW6u9npSE8RQISGkA5+aRs8/3QB61sAYr8yx+Z1cxm5KTVH7KTa5l/NJrVp7pbWtdN7fjuZ5zWzao5qbVD7MU2uZfzSas2pbxjtazab2wB8M9I4JiumcdHa+nLj/AIFvzVrT7fXvBLCXw9rl0ixjAsdQc3Vo45+Xn515PUHNa1HWvOhgqNN81Fcj7x91/erf5HkwwFCm+ehH2cu8Pdf3xt923cm1X9sfRfCvhZm1XT9TXxQJFtINAtITcXWo3DBiiQYGGVtpO44AAOcYqp4b+GF0+sp8SfjFqmkx3mkq1xp2ltMo0jwspz8+98CW5C8GY4xlggAOaw/HNrd6ZHFr+ksIta0MNPA+3Pmx4/eRMO6suePUDHNb/gP9m2w+JMWleKvH2qzePdTliS6toLmMR6VYF4wCsVqCU6ZBLliST06V9xw9m1XEKWGxLvUhZ3/mi+va62dtNmrXsv0jhXPK2KU8Hi3erCz5tuaL2dlopJq0ktNmrc1k65/aN174uefZ/CnQk1JEZ4n8R60kltpFuwwMxjAkuTk9EwODlvW54b/ZPtNT12DW/iBrN98QtbtpBNbjUEWPTbBxt2tDZr+7VhtHzsC2SxGNxrq9e+OngfwJZEX3ifw7p8VriMxfbYsxDBwNikkdDgY7Vysv7aXg2+lMWgx+IfFk38C6NpE06S84G2UhYiDzzvxx1r6Y+wPWkQRoFUAKowABwBXkHxK+AmreFfFV342+GE9rpPie7ZX1bS7g40zxKqg4WVR/q5uflmXB6hgwPCn49ePvEkStoHwk1lI3GGfXdTt9OeInOD5Y8zcAcZAYcdKj/sr44+LFZJ9T+H/hOBjmOS0tp9RuEBUcMshWMkHd0bGMUAdJ8J/2iNE+J2i3/m+boOuaDHnXNH1EeVdaQ4Xc28Hho+4kXKMpBBwa8/8ADWz9qzxba+N9edbH4a+GLnz/AA5Z3DeWmtTrkf2jcbgP3SnHkp0OC5JyoHinjf8AZM8RftpfFvV2b4gajeaR4fs7jSLnXYtOitLXULzPzWsKpzLDG42y7nZdylRgqTXcfAj4JfDuw1+08F/EHwolr4/06Jfsjanfz3tvrMCAos1nLIx3LgfNE2GQjoV2sQD2zxZ+1z8NPBVsZb7xroBRW2t9luRdlDkLgiHeQckda47xz+0D4T+Mmhy6OPh14u+IGm3f+rH/AAjzGwuCGwCJptqLyMhjjGOor1zwz8OPD3ghmfSND0jS2KhXe1s44WcAADLKATwB1PavLvFvxa1748eJbzwl8Np/smmWsj2et+MAokgsTjDw2X8M1yM4LcpEw53FStAHyQ+mfFDwP+1VK3wk0TxBBqmn6Y41DStY1eLV0trYKWjimlzlcnJjikkZ9xOCF6a/7G/xC1jx3qmr3mufE2y8EfEDX71oby71Dw+j3t2Y3SP7Ms1wfKULkKIowhViPlYgmvuX4T/CDQvgt4W/snQbQwQyStcXE0jmS4vZmxumlkPLucDJPoPSvIv2kfgjF4P8Qaj460/QLfxLoGqRFPGfhp4BL/acIQoL23U8C6jQkHHMiZAIYDIB0p/ZJXX7h5PEfj74ha+k+DLZtqgtbMkAjKxxKrL949H9PStTw5+x58NPDDxvD4R027mj4WbUS9/KBgDG+dnbAAGBnA7VyHhL4c61onhfTfEPwb8Xwaj4XvY1nt9B1mRrmweEszEW83+tgPJAU7lBAHygGuh8G/tYadJq0Wi+NtKvfh94jYqgt9TYNZ3TlS2Le7H7uQDB67TweKAPTtL0Cx0RCtlZ2tmrHJEEKxgn8AK8j8cfA7WfhZ4qvPGfwv8AJhu7uTz9Z8MSt5en69/eePtb3R7SD5WP3wetezI4dQQQQRkEd6i1DUYNJspbm6mit7eFS8ksrhEQdySeAPrQBynwc+N+i/GvRJ7jTTcWt9p8n2fUtLvI/JvdLm7xzRnkH0IyrDkE11WpanbaLp813eXEFpa2yGSaaaQRxxKOSzMeAB6mvmT4weKIPjN8RIdS+Dllqd9480oG2k8S2hFvoqxrIFe3vJHG25UckIoJGMqwIpnwj8MJ8cviBNpXxnvtRvPGukv9rg8K3AFtoqxo67bm1RDi7X5Y8vIW2tu+RAxBAPRNR/advPiBqMumfC7QX8WzRyGGbW7hjbaFZMG2tmb705G1/lhDchcsoYNVG9/Ze1Dxfpdzq3xD1mT4gazFbGW00Xy/suhW86qzKq2wOJRvOA0xbIVMjK5r2jTNMttF0+G0s7eC0tbdBHFDDGI44lHRVUcAD0FT0AcR+zp8Of8AhVfwS8O6I9ube5t7NZLuNiCVuJP3koJBIOHZh1PAFePfGv8AZT13wN4mvvE/w1gt7y01GQ3GqeFpZRBHLKcbp7Rz8sUhHLIflYjsTmvpiiubE4WFePLP5Nbr+vuPbyPP8VlVZ1cPZqWkoy1jJdmtH6NNSXRo+Fx8dNF0u8+x6+mqeEdTAy1lrljJaSDnBIYjYy5BG4HB7U+++P8A4PstqprtpezSELHBZBrqWVicBVWMEkk9q+29W0W0161MF7a215CeTHPEsin8CCKqaD4H0bwtIW03SdM09iME21pHCT/3yBXl/wBlVr2U1b0/4J97Hj7LHHmnhZqXZVFb73TbS+/1Pk3wV8H/ABz+0hKsZsNU+H/g2RsXN7fJ5Wr6lFyGjgh6wBum9/mwcgdz9XfD/wAA6T8L/B1hoOh2cVjpmmxCGCGMYAA7n1JPJPUkmtmivQwmBhQ97eT6v9Oy/p3PjuIOKsTmqVFxVOjF3UI3tfvJvWUrdXtqoqKdgqG/0631S2MNzBDcQt1jlQOp/A8VNRXafMHlWofsf+FbK/a/8Lyat4G1IkN52hXbW8T4Jba0BzCVLHJAUE888mqsNv8AGL4ZAL5/h74ladGFyZV/sjVGwCWwVDQMc4CjC+7c8ev1Df38Gl2M1zczRW9tbxtLLLK4RIkUZZmY8AAAkk0AeXaX+194ctLyOz8V2WueAr5+Amv2Zt4JGC7n2XAzEyr3bcB+Yzp/Ev8Aag8KfDvSLSSG8/4STVNWUNpWk6Iy3l7quTgeUqnG3qS5IUBW54rj/EPxf1n9pZpdC+HOn2cnhyVjDqHivV7PzdP2+lnA4xdngjccRjIOW7QeEf8Agnn4O+HVmlz4b1LxF4f8TiNhNr1hdiK5unchmaSPHksuc4QptUH5QOKAL1r8CfEnx+1BNR+K0tvDoi/NbeDNPnL2Kkfde8lwGuJOSCgxF0+U9T7RZWUWnWqQQRRwwxDakcahVQegA4AryaSL4x/DVsxt4c+JVmW+4/8AxJb9MuO/zwsqrnk4LHHA7yaJ+2L4aS/gsPFNlrngLVJ2WNYdeszBC7sSFCXC7oWzgkDcDjqBzgA9aoqro2uWXiPT0u9Pu7a+tZRlJreVZY3Hsykg1F4o8Uaf4L8PXmq6rdwWGnWERmuLiZwiRIOpJNACeKvFWneB/Dl5q2rXkGn6bp8RnuLid9qRIOpJ/wAk9q8I03wNeftv61Drni2zubP4X2j+bougXAMb68w6Xl2nXy+8cR9mPJqbwz4a1L9srxHbeJPE1pcad8N9OnE+haHOpSTW3U/LeXan/ln3jiPsW5r3+OMRIFUBVUYAA4AoA8PPgLxr+y88Ung1rzxt4FhG2Xw1dTBtS0qNRhfsMzY8xR3ilJOFG1sk16P8JfjT4e+NegyX2g3wnNq/k3lrKpiu9OmwC0M8R+aORehB7g11debfFr9m+x8e6wviHRL+58I+NrZNttrlgo3sOf3dxEfkuIyCQVcZGcqVIBAB6QRuFeA+O/BGq/smeJ7/AMbeCbG41LwfqMxuvE/hqBdzW5P376yUdGHWSLowyRg1ueGv2kr/AOH/AIkg8NfFXT7Tw1qNz8thrtvIW0TVznAUSsB5Mx5PlSduQT0r2IHcuR0NAGV4G8c6V8SPCljreiXsGoaZqMQmt54myrqf6joR2Na1eA+OPAmrfsqeMNQ8ceC7SfUfB+pSG58TeGLZcvC38V9Zp0345kjGN+MjmvZvAfjzSfib4Ssdc0O+g1HS9RiEsE8Ryrqf1BHcHkGgDYooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAoornPiz4GvfiX8O9V0LT/E+veDbrU4TAus6J9n/tCxB6tCbiKWNXxkBjG2M5GCAQAfAn/BWn45aJ/wUF1HxD+xd8MfCul/Er4g61DEfFOs3sHmaF8Lrcn/AI/7mdWB+3Rg5hgQ7izANxlDzn/BuPrPhD9mrSfid+y7qnhzS/Cfxu+F+uT3PiCaMHzvG1k0mLfVvMYlpAFdEZQdibk243kD7V/YS/YC+H3/AATy+EEnhLwJb6jcyahdvqOta7q9wLrWPEV45Ja5u5wq+Y/OAAqqo6KMnPO/G/8A4Jk+CfjN+234A/aBg13xh4P+IvgK1fT/AD9BuoIrfX7Njn7NfRywyeZGAZFGwo2JTknam0A43wh4L+Hv/BJjXvjN4+8ZfEvxnqtl8WvE934xayu7G41EaSdpd4LaO2jdygA2gsB8qov8Iz5l/wAG/HwG8S+FfA/xk+LeqSW+k+HPj540m8WeGfC9tcxTRaHZMZMSOsLtHFPN5imSMHKeUgb5gQPZ/wDgnF+2r4+/ac8NfEY/Fvwf4c+Gmv8AgrxRe6VBpcOsLLc/YYmPl3FzEzF4twwQ7YWRSHUBSK+W/wDgiHPrvir/AIKQftg+JfA06yfs3ar4kB0F7U50q+1neDdT2OP3bIRv8xo/lJaP8AD9SqR22oTgnAzgd6WigDyDUf2mNfsdRuIE+FnjudIZXjWVIE2yhWIDDnocZHsah/4ah8Q/9En8ff8AfhP8a9looA8a/wCGofEP/RJ/H3/fhP8AGj/hqHxD/wBEn8ff9+E/xr2WigD52+LHxj1P4jeDZrK9+F/xDsDbyJe219FHGklhNEd6TKxIAwRzkgFSwPBNaf7P37RGv/HH9mTWte1Xw/qGi3djYXCQ3swRYdY2Rvi4iUHIB2gkY2gnCswGa9Q+K/w1h+LPhUaLd3U0Gmz3Eb30MY/4/oFOWgY8EK/GcdhjkEg7VzodtNoMmneUqWb25tvLjG0LGV27QO3HArDE05VKMoQdm00vuOfF0p1KE6dN2bTS9WjwzwFAtt4J0hUGB9ihbHuUDH9Sa165/wCHhm0/SJNIuz/p+gzNYXAxjO0/Iw9mQqR7V0Ffk+Bd8PDS1klbs1o18nofh2XSTwtPS1klbs1o16p6PzCiiius7Rsih1weh4Nc78F/2U/CHxK8DW2oeIY9Y1kx3LiCGfVrgW9sI5GC+UiOoVe+ORV7xr4li8JeF73UJWAFvESmf4nPCj8Tiq/wa/Zs+HfxL+Hum65ousai99c26vc32i69PHiZ0V23or7BIAR95M46jmvT4di5ZnzR2jB3/wC3pRt9/K/uPa4UhKecc8doU5X/AO3pQ5V8+ST+R6n4W/Z78CeC5Y5NL8I+HLS4iACzrYRmfjpmQguT7k12MUKwoFRQqr0CjAFeQS/s2+LdBt3/AOEd+L3jK3mYNhtZgttWRM4xhCkfAx605tF+N/hqQR2mufD/AMR2ybi0uo2FxZ3MgAO0AQt5YJOM/jX6CfqR69jFeLfGLxrqHxv8ZXXww8HXktoIAh8Wa5Cfl0m2YZ+yxHPN1KMDjiNCzE52qeK+Ln7V3xV8P6p/whem/Du0fxrqdo93bSaZq0eoiztlZVa5khYRlepEYdgHcYzgGtf4PfGHwp+zx4Ji0S78L/EXQ5VeS41G/wBW0aW4kvLhvmknmuYt8bu7bjkNgAcYXFAHungvwbpvw88Kafomj2kVjpelwLb20EYwsaKMAf4nuSawPjr8OvCvxD8BXCeLvKttN0z/AE5dQM/2aXS3j+YXEcwIMTLjO4GuVu/27/hLaaBqGpHxtpLW+mg+cBv8wkHGFQqCxzwMZ/Kue8FeE9Q/bFubPxT4weCHwNBMLnSPCkMqTC6O0FJtSYEqzjIZYAdqHbu3GgDynTPjH4k+JMGleHfHfiHVdJ+Ft7cvZ2njRbI6fJ4uwV8qGV84tUcb/wB7gCbB27ec/YfhPwrpvgfw1Y6Ro9lb6dpenQrBa20CbY4UUYAAo8SeFNM8X+HbnSNUsLW+0y8iME9rPEGikQjG0qeMV4vG/iL9jaVRNLqni34Ugkea+651XwqC3G4/fuLRQcZwZIwATuUGgD3mkIyKpeGvE2n+MtBtdU0q9ttR069jEtvc28gkimU91YcGrryCJCzEKqjJJOABQB4L4ltX/Yw8XT6/YRyf8Kt166M2t2aLlPC9y55vYwB8ts5/1q/dQ5ccM2PYvFWgaF488I3FrrNppmq6Jdwlpo7pEltpIyp+Y5yuMEnNebeK/wBqKz8X3V3oHw90M/EnVMGG5MMgj0a1BViRcXbK0fIC/IgdiJFONpJHi+k/AW8+EXifRPD/AMXNXl1L4Z6jIbbSbSxvJoNA0m8Zm8uyuEdvNMDIWSISOYufLYZ8ugC3D4l1Xwt45gsf2db/AFbxhpqTldR0y/ka48M2aFlLeTfSNujbO84iMoJMmRlQBJod/B438ZR2f7RVzq+k6q108enaPcr9m8LXALqECTRkpcOD5fMzKcyhdpyRX1npWk2uhafHa2VtBZ2sIxHDBGI405zwo4HJP51D4j8Naf4v0WfTtVsrXUbC6XZNb3MQljkHup4oAfounWWlaXBBp8FtbWUaAQR26KkSr22heAPpXM/GX4IaL8btBt7bUxcWt7p0v2nTdTs5PKvdLnxgSQyDkHsQcqw4INcWf2bdd+E7vP8AC7xO+j2m4N/wjmsq19o+Mn5YefNtlCnhY22jy0UKqg5l8PftYweH9TttG+JOj3Hw91uc7I5buQTaRekLkmG8A2fwv8smxwEyRggkAr+CvjlrHwn8VWngz4otFHc3Ui2+i+KUj8rT/EBxwknUW91wQUYhXIynXaPaM1j+MvB2kfE/wfeaPq9pb6ppGqwmOaF/mSVGHUEdD3DA5BwQa8dt/EfiH9jm6jtfEV3qHin4YMyx2+tzDzL7wwvyqEvGHMtuOvn43IM7+BmgD3qiuXl+KNrN418P6TZIuow6/aT3yXsEytDHFGEw2R94MXAGDXUUAFFZHir4gaF4FijfW9a0nR0mOI2vbuO3DnpxvIz1HT1rN8O/HDwb4uv47TS/FnhvULuXlILfUoZJW7cIG3fpUOrBPlbVzrhgMVOn7aFOTj3Sdvv2OpoozmirOQKKivr+HTLOS4uZoreCFS8ksrhEjUdSSeAK8YvPjp4l+PWpSab8KooLbRoyUuvGWpWzPZI4PzR2kJ2m4cDB3/6odMsQQADsvjD+0DoXwdFta3H2nVfEGpHZp2iadH599eseBhB9xM4BkfCLkZPIrjLP4F+Ivj7f/wBp/FSZbfRtyyWfgywuSbODH/P7KuPtTnglMCNclcMMk9l8G/2etC+DMU1xbfa9X8QX4zqGu6nJ9o1HUDnPzykZCjsi4UADiu7oAhsNPg0qxhtrWGK2trdBHFFEgRIkAwFVRwABwAKmoooAKq6totnr+nSWl9aW17aTDbJBcRLJG49CrAgirVZ/irxVp3gjw5eatq15b6fpunxGa4uZ3CRxIOpJ/wA5oA8l+IP7MHgXwFpl94j0zVtT+GS2MRuLi70W/aztVCIQvmQcxsi5zsCgMfUmvGdH0L4wfHmDRvEeu6Xb+PPAGkXT3GmaNePHouoa6qqfIvLiPmEncARGxVcHdgH5a9Q8M+GtU/bG8TW3iTxLa3GnfDbT5Vn0LQZ1KSa26nKXt2vXy+8cR9mIr35EEaBVACqMAAcAUAeSaZ+2R4V0e8TTvF1vq3gHURuHla5ZtDb4UgF1uADD5eTgMWUHtxXqml6xaa3ZrcWVzb3du/KywSCRG+jDIpdT0q21qxe2vLeC6tpcB4poxIj4OeVPB5ry3VP2N/C1tqDX3ha51zwFfucySeHrw20U/wA+874SGiOT1O0EjjOKAPWqK8bjj+M/wxZcv4Y+JGmRbQwIOkao4+Ys2RuhOBtCrgFj1YcmrGlftleGbO/j0/xbaaz4B1WUqi22u2hijlYqW/dzpuicADkhuOhwaAPTfE/hbTfGuhXGmavYWmp6ddoY57a6iWWKVfQqQQa8cbwD4z/ZdUTeDTe+NvBKOTN4cu5zJqWloTlpLO4clpgPm/cScncNrcbT7TpGs2mv6dFeWN1b3tpOoeKaCVZI5FPIIZSQR9Ks9aAOU+FHxp8O/GvRZbvQb3zmtX8q8s54zDeWEn/POaFsPG3XGRgjkEjmvLfHPgXV/wBlTxbdeM/A9hPqHg3UJjP4m8MWy7jbk8tfWSdnHWSJeGGSBkV2vxY/Zv0/x3rv/CSaLfXXhLxtAgEOtaf8rXG37sd1HwtxFxja/OMhWXNYnhb9orUfAGvWPhj4p2NvoOqXbeRYa7bknR9cYZyVf/l2kIAPlSkZ3fKWwcAHpngTx3pPxL8J2OuaHfQalpeoxCWC4hbKuD/IjoQeQRg1r188fEzw9c/sca7qPxC8Kp9p8EajMLjxP4eQ4FuzsFN9Z9g+SN8fR85BBrufhD8covjT8TdYOiajZX3haw0ixuLd4Srm4luDKxbI5Xase0qe59QaAPTqKRmCKSeAOST2rhNZ/ai+G3h3U3sr7x/4MtLyJ9kkEutWyyRH0Zd+V/HFdGHwlfENxoQcmuyb/ITklud5RWV4Q8daL8QNL+3aFq+l61ZZ2/aLC7juYs4zjchI6H1rVrKpTnTk4TVmujHvsFFFFQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAcN8Vv2Yfht8d7u3n8b/D7wP4yntP9RJrmg2uotD/ALpmjYj8K63QPD9j4V0W103TLK007T7KNYba1tYVhht0HAVEUBVUDoAMVcooAKKKKACiiigAooooAKKKKAPMvjL8L76TVx4m8PRCfUI4xFf2JYKNRhHTaTwJF7Z65IrkfD3iuz8SKwt3ZZ4jtmtpVMc9u3910PIP6V73XMeN/g74d+IUyzalp0b3aDCXUTGGdPTDqQcex49q+PzThypKrLE4FpOWri9E33TSfK310ab10d2/g854SqzrSxeWtJy1lCV1Fvumk3Fvro03ro22/Pd1U9b1+08PWnn3txHbR5wC55cnoFHViewFdS37MlkBhPEvi5EOePt4O30wdmeK2fCXwD8MeENRW+isWvNRU5F3eytcSg+o3cKf90CvJhkeaVHy8kYeblf7klr6Xj6nh0+G85qPl9nCHnKV7eiitfRuPqjj/hf8Orzx9r1p4g1q0ks9IsWE+mWM3Es8nVbiVe2B91T65PatTxz+ypoGv6+2veH577wN4pbrq2hMsDzcsSJoSDDMDvfPmITkg5yoI9OAwKWvssqyqlgaXJB3k9ZSe7f6JbJdEff5JktHLaDp03zSk7yk95P9Etkui+bfi0vxg+IXwScr478NDxPoaHH/AAkPhaB3eNdud09iS0i8q2TGXAygG4k4v+Of2t/DyeBrO68FXdj4z17xDI1noWn2M4Y3dwMgmTvHFHgmRiPlANdl8YvizpfwV8B3Wu6qZGjiZYbe3hGZ72dziOCNf4nduAP8K8X8GfsUf8JhqF94/wBevdQ8JfEfXpEuUl0Cf7MmiRAKFtdo+WbKoglZwd5GAQAK9Q9k9O/Z++CbfCnRLu91e8GteMfEMou9c1Vl5uZf4Y48/dgjB2og4A56kmrnxm+Oml/BzT7dJY7jVde1R/I0nRbLDXmpzdlRT91R/FI2FUck14n49/ao+IvwG1eXwjd6Tp/xI8QraC5hv9FglD2UZfAm1C2jVjEoBByhG7DbV4ruv2TvD/hXxBaXXjO28UWvj3xdqwC6lrRXZJbg/MttHAfmtolDLhMAkYZsk5oATwZ+zO/xE8QL4u+LVnoviHxA8TR2WjmFbjS9AifG6ONXGJZTgbpWGTjC4ArV8QfsVfDPxDqP2tvC1pZ3Q3bJbGWW1MWeu0RsFH5ccV6pSMwUZPAHJJ7UAeRf8Mpz6O0j6H8RviPpUspJPm6t/aEa5xjCTqwGMZ9eTzim3Xw9+LnhyBvsXxA8O63AgP7vWdD8lmXHO+WF8Y4HRB1PsBZ8XftW6f8A8JFceH/BWlX/AMQPEduwjmg0or9jsW3FSLi6b91Fja+RktlCuNxAOZa/s+eKfjE8d18U/EKT2RKSr4Y0IvbabEw2sBLNnzrghsg5KqdqkKOQQD528H/Fr4kfCf46atb/AA+8OeHPFmizl7vWdG8LXVzc6TbTsCwlikkjVYZm2kMkbFWYZIVjzofD34zXn7TUdzq3xP0P4i6lpNjcNBJoWg2Hl6JYvG2Ct1smM80oLqdrgY2KVXjJ+0vC/hLS/BOhQaZo+n2el6darthtrWFYoox7KoArz34r/AS9ufFB8Z+A9Qi8O+No49s3mKW0/Xox0hvIx16YWVfnTPccUAZ3gz9rL4S+GtIttLtNTtvCtpbpshtb3TJtLiiUZyB5kapgYIyDjI612Wr614J+OPhK70SXU9C17TNYgMMtvFeRyeahOOAGznPQ+orH+EXxq0n4yz3Wi6xpf9ieMdGAGp6DqKK00HPEsRPEsDHlZEyORnB4qzrv7Kfw48RySyXHgvw/HPNjdPa2i2s/HIxJFtcfgaAOW+EHjXUvgj43tPhh4wuZbuKeNj4T16Y/8heBACbSY9rqIfhIgDDncK9qzXg3jT/gnZ4E8UaVa2lje+LvDsdhMt1a/wBn63M32edGLJKvnGQhgemCOBxjJzxXwXHxXsvG2p+Cda+Kk9t4q0NWmtLTU9Etp7bXrPeNt1FN8srDGVdAdyMQCelAH1dVLxB4c0/xZo82n6pY2epWFwNsttdQrNFKPRlYEGvLku/jh4dT95afDrxMCR/qZbnTHAyRzuEoJxg5wO4x3pR+0H4y0KQf278JvFUEKYEk+l3VtqQPOCVSNvMIAx/CD144zQBUu/2YtW+F80978KvELeHjI7TPoOpF7vRrh2YMxCkl4CcHmM45+70rnPip+1xrfgbwDf6X4m8H3nhXxLeobO0vLi7iOhsZC0Ym+2lWjTaMPslUZ3IvJauoH7cvgjSoYz4hTxN4QlmdUjg1rQrqCRi2ccKjY6Hk4FedfHH4x6H8SPiXo1lN8TbK3+HPiO3Gn3lppN7BFewXfmZieferSJDJloyQFAKpkjIyAc5+xN8DPF974w8F/EO21Xw9aeCRYziXQ7e5nkNrPJD5c5iVk2xgzRoxjVtg+Yrjdiuj+LX7UfiD4yeIL3Q/h7ff2F4b06dra+8TIiyz30i5V4bNWBUBT1mORlcKDzVv9ofwrpX7NH7Pmk/Df4drNoJ8cambGORLmWWWCFl8y7nR2YkN5angEAbjjGK5zQNBtPDGi2un2ECW1lZRLDBEgwsaKMAV4eY4qcp+wpuyW7X5eXd/I/VODMiw9LCLNcXBTnNtU4yV4pLRzaektbxindXUm1sc1ovwH8L6XM9xcaautX0xzNe6u51C4nPqzS7ufoBVrWfgv4S162aK58NaIysMEx2aQv8Ag6AMPwNdPRXlewp2tyr7j7x5rjXP2jrSv35n/mYXg3xp4z/ZonF1oF9qfi/wrCP9J8Oajc+dcW8fdrOdstlR0ic7T0BBr3e9/bR8FSeBtC1bSLi68QX/AIpiZ9I0XT4vM1K9dOHQx5+TY3Ds5CqQeemfJDVX9l5rD4PftZXNhHY2MVp8SrOSeOcQKssN/bDc6B8Z2SRsz7cgblJ5LV24LESoVFBv3Hp6N7W8ulvutqfM8T5NSzXCVMVGKWIppyutPaRjrJSS0coq8lLdpNS5ny29RsvgV4j/AGgbkal8VpY4NF8zzLPwXYzbrKNeqG+kH/HzKp52jEQZQQD1r2mysodNtI4LeKOCCFQkccahUjUcAADgD2qWivpD8VCiiigAoorO8V+K9O8DeHLzV9XvLfT9N0+Jp7i5nbakSAZJJ/p1PagBfFPijT/BXh281bVbuCw07T4mnuLiZtqRIoySTXh3hnw1qP7ZfiK08TeJrO5034cadOLjQtCuFKya06/dvbteyd44vfLdqXwz4Y1L9sbxPZ+J/Etrcaf8N9OlFxoOg3C7H1p1OVvbtP7neOI/7x64r36NBEgVQAAMAAdKAFRBGgVQABwAO1LRRQAUUUUAFV9V0m113T5bS9tre8tbhSksM8YkjkU8EMpyCPY1YooA8k1j9jbwtb6jPqXhWfWPAWsTs0j3eg3bQJIxUL+8gOYnAA4UrgdQM4xA0fxm+GZbyz4a+JGmxsSu8/2RqjAkBVJwYDgZJbgnsvr7FRQB5LpX7ZHhm1vVs/Fdlr3gC9c4RPEFkbeCb5ygKTrui5I4BYMRzjANegalp2g/FXwhJbXUWl+IND1JNrI4S5trhf1U89PQitLUdKttYtTBd28F1A33o5ow6H8DxXjPxH/Zq+H/AMK9A1LxZYajqPwzj0mA3d1f6NdvBbRRxhm+e3+aMpkklVQbvfJoA+Z/j+15BZ+IvBXwt8XeK/EOiaTeNaXHhO3ja4msHIVk+zXW11NsjYxFIykbWCtkAV7Dp9n4F/4JyfDjUvHEqeI5dZ8cLawJoEkqzX2p6id7LBEuAN2+R9zcIo3MeKd+yh4W+J8Px0v/ABBePFeeBdQsVsmvr/TU0fUNVkix5VybWPKgYLqrEIWTGVGMnyX4keKj+0F+1r4o8UXLJPpHgKaTwt4ejBDxrIoVry6U9N7ORF6r5bjPNfW8H5FSzLFSnir+xpLmlbRy1tGKfTmb1fSKk1qjCvUcI2juzH8c2HjT9qO5N98U9ZuI9MlJaDwdo928Gl2anOFuJEIe6kwxBJIT0HGTPp3wN8F6TaCC38I+GUjUYwdMhcke7MpY/iTXUgYFLX7B/aFaMFRoP2dNbRj7sV8l183eT6ts4OVXu9WcDefs6eH7DWk1jwz9t8C+IIMGDVPDk5sZIyCGAaNf3UiZAyjoVboQa9z/AGXf21te0vx7p3w6+KzWb6pqrGHw94ntoxBa6+yjPkTR5Ihu9vO0HbJglcdK4qud+Knw5tfir4GvtFuWMLXKhrW5QfvLK4X5opkPZkcAj8R0NYYyFDNKf1XNPejspvWcOzi92l1g3ytdE7STjeD5of8ADn6DUV5L+xB8cLn9oD9mzw/rupbV1y3WTS9YRQQEvrZzDPjdyQXQkE9QQe9etV+C5jgauCxVTB1/jpycX6p2PTjJSipLqFFFFcZQUUVRn8S2Ft4gh0qS7gTUbmB7mK3Z8SSRoQGYDuAWGfrQBeooooAK86/aC/a4+GH7KOiR6j8SfH3hLwPZzY8qTWtUitPNywXKhiGYZIGQMZIrhv8Agp7+2zF/wTy/Ye8efFlrCHVLnwzZr9hs5n2RXN3NIsMCOcghTI65xyRwOTXzN/wS6/4JY+FPi78CPDPx1/aL06x+Nfxp+KmkWniC81LxXbx6jDoMFxbq8NjZwsDFCscTqrFFBZs84AoA+2fgD+1J8Of2qPDc2r/Djxv4Y8baZbOI5rjRtRju0hYjIDbCSuRyMjmu+r8bfjr8MPDf/BPX/g5W/Z00v4M21r4G0v41aFeQeMvD2lWottNvIx9qZJvLXCb3eLPTKGHIPzmv0U/bR1v9ouw8TfDaD4EaR4BvtMu9WI8a3niZnzY6eGhANsiSIWlIaY9wPLHHIoA9+opFzjmloAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAK+av2hv2kfjj8PP25vhZ4J8G/CIeK/hP4ohLeKvF3msp8Ov5rqABvAPyBGOVP3q+laQoCc4GR0OKAPm/4e/tGfG3Xv+CkHjr4daz8JRpnwS0XSra60Dx2JWzq109tbySwldxGFlkmj4UH9z360fsFftGfG746+OPi3Y/F34TL8NdK8KeIDYeEbxZGb/hJbDzJ1FyQWbB2xxNxgfvelfSGwbs4GfXFCqF6ADPXA60ALRRRQAUUUUAFFJmloAKz/ABX4r07wN4cvNX1e9t9O0zT4mnubmdwkcSDqSTVy5uY7O2kmldIoolLu7ttVFHJJJ4AFeBaYT+2H4zg8Q3/+j/CfwtcG402K4GxfEl1Gf+PuRWH/AB7REHZu4c/NjCgkA1fhB4T1L46+M4PiR4vsZrSwg+fwjod2uDpsRB/02aM9LqRTxnmNTgYJNTePfjdrnxL8Y3fgr4X/AGOe8syI9b8TTES2GgEnDRIo/wBdd4yRHkKnylj2rJvfF+t/tmGXTfCl1feHPhqrbL7xHHmK78QpggwWQIykJ/inJyRgIDksPZPAfgDRvhh4VtdE0HT7bTNMswRFBAm1QScsx9WJJJJ5JJJoAxvgx8ENE+B/hx7LSlnuLq7fz9Q1K7k8691SbvLNIeWbrgdFHAAFY/xP/Zd8OfELV31u0a+8K+KwpEevaJL9lvBwcCTHyzJnBKSKwJRc/dGKnj39q/RdE1uTQvDFlfeO/FSbl/szR8OkDgA4nuD+6h6j7xJGRxjmsp/gZ4v+OSGT4k69Jp2jyFwPC/h+4aC3dCflFzcjEsx27gyKRHk5GSAaAPPdT/bS8X/CPxTqPho6ZZfGe50yylu3vfCymC4tNqq4W7iw0SkhwB5Ts2EzsJOK3fhdolx+2Zoi6t4q8c2t9ou/M3hLw5I9tbwESY8m+dgLiQgxbWQiNciUYZTge8eDPAujfDvQotM0LS7HSLCIkrBaQrEmSckkDqSSSSeSTzXJfEj9mTwv8Q9Z/tqOG48P+KE5i1zR5TZ3qt8pBdl4lHygbZAwxkdGOQDsfCXg7SvAWgW+laLp9ppenWiLHDb20QjjjUAKOB7Ac9eK0q8VXxf8T/gTIY/EGln4k+GosBdX0eJIdXt0yVzPa5CTNjZlodo++xVQAK9A+GPxq8MfGLTftPh7V7a/2gebBkx3NsSAdskTYdDyOoFAHVUUUUAcL8afgPpvxhtbS5FxcaJ4l0djLpGu2WFvNNc9cE8PG3Ro2+VhnPrXO/DT486l4e8WweCPiTFZ6V4ql403UYAU03xIg43Qs33Jv70BOR1XcOnrlYHxJ+GmifFvwlcaLr9jHf2FwQ205DwyLyskbD5kkU8qykEGgDfrgP2gPgkvxh8NWz2N3/Y3ijQpxf6HqyLl7G5UEfNggtG4JV16FWNcFZ/F/Uv2TNWs9A+IusR6t4SumS20nxTK6rPbMc7be/TPXGAsyjDY+bBIz1OtftqfDHR5niXxVa6nNG2xo9Lgm1Aq2QNpMKOFPI4YjqKANL4DfGZ/iRp95pWt2o0bxr4dZbfW9LZwfKcgFZoj/HBICGRx6lThlIHoNfLHxf8AiHq/xG8VaX4r+HPw+8djxloqqttf3mnpZ6dq1o7HfbTM75ZDgkHAZCQRnJFdL8OPj98T/wBoDRp77wv4c8IeH4bW5ksbuDXdSmkvrCZOGSSKJMBgezEZBBoA+gJIxKhDDIIwQehFfMnjT4T+F/in+1BdaP8AEbQdG0rRrUK3hm0FpHFH4mYiPzJpblcFpEd9i22R1D4fI2d+/wAH/if4j3f2r8U/7NTORFoWhwQjHGQXm8xumemDk9eK8x+LX7IumfEz4q+H/Bd/4g8fa/GEGv6rcapq008FvBE3lLHCPlRJJZCehyqhiBzkAFv9reIw/tG/D+1ZAlhbaLqD2uD/AMtwY1xj/rmWrLHSuu/bp8Ef8It8OfC/i3TLaVoPh5eI1zFGdxXTpE8iY88tsUq3J6Ak9K420uo722jmhdZYZUDxupyHUjII9iK+YxKccTUT62fysl+aZ+6ZJVjWyTCVIbRUoPykpyl/6TOL+ZLRRRWR2BXHfEi+1PSvHfw5utCtIL/W4fFMAtbeabylmDRSiRS/O0YxziuwJwKj+BPhuT4q/tXWM6IZNG+HFtLcXUmRsbUbhAkUWO5SIs59CVpNOUowW7a/O/4LU3p1Y0KNfE1NIwpzb+cXFL/t6TUfmerj4ifGXH/JPfDX/hQD/wCJo/4WJ8Zv+ie+Gv8AwoB/8TXsVFfWn88Hjv8AwsT4zf8ARPfDX/hQD/4mj/hYnxm/6J74a/8ACgH/AMTXsVZ/ivxXp3gfw7eatq95Bp+m6fE09xcTNtSJAMkk0AeP+J/jV8VvBnh+71XVPBHhGw0+wjM1xcT+JFSOJR3JK4rydLv4v/tZ32heJdX8BaT/AMIRan7XY6Bcat9nXUZgf3d1PuXc6DqkZVR0JGa9H8MeF9R/bJ8R2XijxNaXOm/DnTZhcaDoNwNsmsyKflvbtOyd44j9T2r6ARBGoAGAOABQB47H8QfjJEgVfh34ZVQMADxAMAf98Uv/AAsT4zf9E98Nf+FAP/ia9iooA8d/4WJ8Zv8Aonvhr/woB/8AE0f8LE+M3/RPfDX/AIUA/wDia9iooA8d/wCFifGb/onvhr/woB/8TR/wsT4zf9E98Nf+FAP/AImvYqKAPHf+FifGb/onvhr/AMKAf/E0f8LE+M3/AET3w1/4UA/+Jr2KigDx3/hYnxm/6J74a/8ACgH/AMTR/wALE+M3/RPfDX/hQD/4mvYqKAPHf+FifGb/AKJ74a/8KAf/ABNU/EPir4reI9Du7HVPhp4RvNOuomjuYLjXleKSMj5gwKYIx617bmvJv2lPit8NbjwRq/g7xb4iVBr1o1pPZaZI82o7JD5eVSEM6/NxuIwCOaAOR/YL8Y+PPEfhfWbfW9MtYvB+mS+R4avftpupLqFdwMaybR50Me0KkpHzAjBbG4/Lf7KjvN8H45p932251XU573d1Fy97MZc++7NfS/7MHxy8dX/xcbwFe+GdVfw1pmn/AGmDVdYtYtM1G2gDeXCktvEWRgSjhWAXcBkquMnw6/8ACp+Bf7SvjvwJPELW11K9l8WeHxn5J7S5YG4Vc8lkuN5b/roMcCv0/wAPK0ZYfGYVfE+Sa81DmjL/ANLT9E30OPFLWMvX+vwOioozmivsTnCkf7ppayfHXjSx+HfhHUNc1FitlpcDTybRlnx0RR3ZmwoA6kgVdKnOpNU4K7bsl3Ybas9A/wCCc2oavpfhH41jRbKDURaeO5zp9vLP5Ecjta2jTLvwcAMWOcdSR9PWB8RPjN/0Tzwz/wCFCP8A4iqf/BPf4Q6h8IP2Y9Ij1qLyfEHiKafxDq0ZxmK4u5DKY899ilUGecKB2r26vyPjPFU8RneIqUXeKly3Wz5Uo83/AG9a/wAzuw6appM8d/4WJ8Zv+ie+Gv8AwoB/8TR/wsT4zf8ARPfDX/hQD/4mvYqK+YNjx3/hYnxm/wCie+Gv/CgH/wATXmf7T/jf4oxeFNP1SbwXoWl+I9MvF/4R66s9dEt59rk+TyYoth84SKSHiPysuSSoXcv1dWLqngHTNa8aaZr11AZtQ0eGWKzZmytv5uA7KvZiBjPoSKAIfhZqHiDVfh9pNx4qsbPTfEE1ur31raymSKCQjlQ3t+NdBRRQB8o/8Frf2E9Z/wCCjX/BOjx18MfDdxaW/iW++zalpP2qQxxTXNrOkyxMw4XzApTJBALA8dR8Wfslf8FtPjH+zd+zl4L+DXiz9jL48658W/BOk23hqEaRpfl6Jq32RRbrM10QRCWji3EKrqX+6QrDH7A00IB6/nQB+b3/AATJ/wCCdXxY8eftj69+15+1CNPs/ihrdh/ZnhXwjZyedb+C9OOdqFunmhGZdoJwZJXbLv8ALP4b+LHjL4+/8HJuq+E7HxdrNp8PPgp8Nlvr/R7W4cWOoaldt5SpPGCqllW6eQMwb/UrgDAI/Rl3WNcHAGP0r8wP+Deq7/4X7+0R+2T8e2nN7H8QviXJomlXYUql1punCRbWQA4K5jlUYIB45oA/UKiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAor5Em/wCCqq+A/wDgqPH+zR8QvAcngx/E9gb/AMC+Kv7Y+12Xi/C7mhEZgj+zyrtkUqXf50Cgnehba/b5/wCCofhv9jDXNA8FaFoN78UvjP4zuIoPDvgHRrpYr69V2INxPIVZba3VVYmV1P3TgEAkAH1DRWR4D1LWNZ8F6Xd+INLs9E1y5tY5b7T7W+N9DZTFQXiWcxx+aFPG/YucdK16ACiiigAooooAKKKKACiignAoAoeJfE9h4P0eW/1O6is7OAZeWRsAf4n2715Pqfxr8UeNTu0S1g8PaY4+S5v4vNu5QejLFnag/wB8kn0FZ3i3XD8WPH9xcSHzND0C4a2sYSPkuLhMiSY+u0/KvuCfSr4GK/O8xzrEYyo44ebhSTtdaOVut91Hty2b3vZ2PynNuIsTj6soYWo6dBNpOOkp23fNvGN/h5bNrW9nYz5E8Szy+a/jHW/N65RY0jz/ALgGKvaf8UfGnhB91w1l4qslJLoIha3oGONpB8tsehAJ9afSEZry4KrTfPRqzi+/NJ/epNp/NM8an7elLnoVqkZd+eT+9Scov5pnI/GT4wWfx3jv9OuLy78M/DDQUWXxXqNypgn1NmXcumwqfmww/wBYQMn7g6kjW8O/DPUv2n7exl12wn8K/CuyCLpfhTb5M+sRRt8kl6o4SBgo22/OUxv+8UHPfEnwdp+m69p3jJtFtNZu/Ds32qS1mA23CBWXfyCBIgYkMQcDNdpZfDXx3+0PZw3vjLxCPC/hi9iSaLw/4auGSedGUsv2m+GHyNy5WHap8sfMVYrX3GQ5xLGRlSrq1SFr22ae0l9zTXR+Vm/0fhrPp4+EqGJSVWFr22kntJLpezTXRrqrN7njv9p3w74E1UeGvD1je+MPE0K+Wmh6BEsr2wCnHmvkRQIMAZdhjcnHIrIT4N+O/jbJ5nxE19dC0SQMp8M+Gp3RJVI27bi8IEkoI3ZVAg+YdCuT6Z4A+G/h/wCE/h1dK8O6RYaLp0Z3eTaQiNScAbmPVjgAZJzgD0ql4l+OHg/wdC76n4n0Gz8s7WEl9HuB/wB0En9K+gPqDR8EfD7RPhroMWmaDpdlpVjEAFhtoggJAxlj1ZuOpyT61s15JP8AtreCrtf+JH/wkHitmHyDRtHnuEk4B4kKrH3H8XcVE/7QHj3Xxu0H4Qa/5W8I7a3qlrprx9ctszJuGR2bnINAHsFJmvIBpvxv8Us6TX/w88LW0iho5bWC41G6iO3lWSTZGfm44b86dF+zj4q15kbxJ8WPF17wBLBpMMGlQSgYP8CtIpJHVXHXFAHrN3eRWEDSzyxwxryzyMFUfUmvn/8AaD134G+ISdY1TxfpOj6/YF0i1vw/qH/E0sn2gHJg3knBHyyKR7V1Vp+xF8PGuI59U0q88SXkLh47nWtQnvZVIz0Lt0OTkdPbiu88MfCzw14Km8zSPD+i6ZLtVTJa2UcTsFAAywGT0HU9qAPm3wl+2H4z8GeIZNPi0DxL8XPDKxPLBr2l6FNaXEYDYCvuURTcA8x/Nxkjmum+Gf7Zfin9oY3aeB/BOnW72TtDcpr+tx293ZuPlzJaxhpQNwbrtztIyDnH0XXCfFH9nHwp8WtQh1DULKWy1u1wbfWNNnaz1G3wf4Zo8NjGRg5GGYdCaAOZl8EfGnxZA6X3jrwn4WIZjHJoehm6YjjaG+1My9M9B1pW/ZNl8QzvJ4k+InxA1tZsGW0TUEsrNjzyI4kDL1PR8dOOKg/tD4rfAzaLuGP4r+HY8Dz7RI7LX4FC4G6MkQXHKjJUxkmQnaoXntvhT8evCvxptZW0HU1murY4ubC4ja2vrM4U4lgkCyJw6HlejL6igDB0f9jP4Z6OcnwnYahJtKebqckuoSbSNpG6dnIGOMelcWPAmqfsSz3WpeGbBtd+GLyNNe6NbwbtS8PB3DNLalRma3XJLQt8yrypOMV9B0UAZHgbxzo/xK8LWmtaFqFrqml3yb4LmBw6OM4Iz2IIIIPIIINeZ/Gr4fat8NfFz/EvwRbNdakkax+ItFTga/aJ/Eg4AuoxkoxPzAFT1FR+O/gnrXwp8WXvjb4YJbrc3WZta8KuRDY+IDyTLG2MQXfPD42vtAbu1dx8HPjVo/xs8PzXem/aLa7sJja6lp13H5V3plwACYpUPIOCCD0IIIJoA1Phz8Q9J+Kvgyx17RLtL3TdQj8yKReCOxVgeVZTkFTyCCDW3XhHxE065/ZK8Z3vjjRLaWfwHrM4m8U6TAhJ02U4U6lbqAeMAebGBggbxznPt+latba7pkF5ZzxXVrdRiWGaJgySqRkMCOoNAD72zi1GzlgnjWWGZDHIjjKupGCCPQivj34jfBXXf2ULyeTTNPv/ABD8NWdpIRZoZ77w4GOfLMY+aS2BzgrkoOowOPseiuPF4ONdLW0ls/66H0nDnE1fKZySip0p25oPRO2zT+zJXdpebTTTafxp4T8d6N46svP0fVLLUo8At5EoLJnpuX7yn2IFaGo6nb6RZvcXc8FrbxjLyzSLGiD1JJAFe6+PP2Svhx8Sb/7Xq3hDRprvLMbiKH7PKzN1Zmj2lj05OegrG0L9g/4U6Fex3A8IWF5PC25GvWe528YxhyRj2xXlf2dik7e6/O7/ACs/zPvlxnkUo879rF/y8sJf+Tc8fv5F6Hz/AKBr2t/HbWJNF+G9t9udH8q98QzxkaXpQOckMf8AXy+iJkdCTjr9WfAj4I6V8Avh7baFpZluGDNPeXs/M+oXDnMk0h/vMc/QcV1el6VbaHp8VpZW8Fpa26hIoYYxHHGo6BVAAA+lWK9DB5eqL9pN3l+C9D4/iTi+eY01hMND2dBO9r3lJrZzlZXtd2SSSvs3dsoorP8AFXirT/BHh281bVruCw03T4mnuLiZtqRIOpJr0T40TxZ4s07wL4bvNX1e9t9O03T4jNcXM77UiQdST/TqTwK8R8L+F9U/bD8UWvibxPa3GnfDjTpRPoOgXClJNadTlL27Trs7xxH2Yjmm+F/DGpftk+I7XxP4os7jTfhzps4uNA0G4UrJrLr9y9u1P8HeOL6FsmvoBEEaBVAAAwABwKABEEaBVAAAwAB0paKKACiiigAooooAKKK4P4g/tMeCPhncG21LXrWTUssq6dZA3l7Iy43KsMQZ8gHJGOBkngGgDvKM148PjL8RviKf+KQ+H39j2ZZlXUfFtz9kBKsOltFvlKspyrZHuooT9mfXPHHPj74ga5r0JIP9naUo0ew4YkBhGTJJ8p2kM+0jquQCADpviD+0t4I+Gd8bLUtfs21TcI0060Jurx5CpZU8qPLBmx8u4DJI9a5c/GX4jfEu3/4ozwEdDtpF+TU/GEhtQMplWFpHmY4PBDFD0xnnHefDj4MeFPhFp8dt4b8P6Xo6Rx+UGt4AJWQEkK0hy7AEnqT1rp6APHZP2Zta+IiufH/j3XtZtrgESaTpJ/snT9rAExt5f72QKwyrFw2Ouec978P/AIO+F/hXZmHw9oWm6SHZnd4IQJZGbG4s5+ZicDJJycV0tFAHLeB/hhF4P8ZeKdca4N1feKLuOeRzHtMUcUSxxxdTkKAeeOtcP+2D+ydbftO+ErCSy1A+HvGfhqY3mga0ibjaSkYaKRf44JB8rp6cjkV7DRXbl2Y4jAYmGLwsuWcdn+DTT0aa0aejTaehM4KS5ZH5wP8AFq6+GfiMeGvihpbeAvEyblSS7JGk6qFwDLaXR+RlOQdrEMu4Aiu4guEu4FkidJY3AZXRgysD3BFfani3wZpHj3Rn07XNL07WLCQhmtr62S4iYjoSrgjI7V4lqP8AwS9+B97dGaPwPa2LO5kkWzu7iBJCcdVD4xx0GByfWv1HD8c5TXjzYunOlPryJTi/RSlCUV5Nz9TieGqL4Xf8D5z8f/GTwz8MowNY1e1t7qTAhsoz515csSAqxwJl2JJAGB1I5rtP2c/2S/EH7R3i7S/GXxJ0e48OeDNDuheaH4UvUxeanOmDHeXy5wiKclLcjOfmfsK+kvhF+yN8NPgPctP4S8FaBotyzl/tEVsHnUnk4kfLAewIHSvRq8/NOPaUaUqOUQlGUlZ1JW5knvyxV1Fvbm5pP+XlepcMM73qfcA4ooor8xOwKKKKACiiigAooooAKKKKAPmr9uP/AIJYfD39vnxTp2teKdf+JXhzVNP0yXRWm8K+J59LW8spHLtBNGN0bAsSd20N0BYgAV6z+zT+zN4I/ZA+DGi/D74d6FB4c8J+H42isrKKR5Su5izM0jlnd2YklmYk+vFd5RQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUVx3x6Hjt/hXqyfDYeF/wDhMpYWj0+TxDLOmn27kECSQQo7vtODsAG7pkUAfAf/AAcReDvDn7Svw48IfDbwUmsa1+1BYapF4h+H1p4cmjXUtE8pg099dyMQLax2Icu5XfIkYTJBFWP+DdHwp8N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      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 2,
     "metadata": {
      "image/jpeg": {
       "height": 600,
       "width": 800
      }
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#BP神经网络\n",
    "from IPython.display import Image\n",
    "Image(filename = \"./picture/bp_networks.jpg\", width=800, height=600)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/jpeg": 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      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 3,
     "metadata": {
      "image/jpeg": {
       "height": 600,
       "width": 800
      }
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#深度卷积神经网络－－yolo\n",
    "from IPython.display import Image\n",
    "Image(filename = \"./picture/yolo_mode.jpg\", width=800, height=600)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "# 深度学习在计算机视觉中的三大方向\n",
    "图像分类、目标识别和语义分割2\n",
    "\n",
    "(1)图像分类：图像分类这一类问题常用与区分不同的物品，图像分类，顾名思义，是一个输入图像，输出对该图像内容分类的描述的问题。\n",
    "\n",
    "(2)目标检测：目标检测模型可以识别一张图片的多个物体，并可以定位出不同物体并且给出边界框。目标检测在很多场景有用，如无人驾驶和安防系统。\n",
    "\n",
    "(3)语义分割：语义分割方法在处理图像时，具体到像素级别，也就是说，该方法会将图像中每个像素分配到某个对象类别。\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/jpeg": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 4,
     "metadata": {
      "image/jpeg": {
       "height": 600,
       "width": 800
      }
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#图像分类\n",
    "from IPython.display import Image\n",
    "Image(filename = \"./picture/image_class.jpg\", width=800, height=600)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/jpeg": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 5,
     "metadata": {
      "image/jpeg": {
       "height": 600,
       "width": 800
      }
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#目标检测\n",
    "from IPython.display import Image\n",
    "Image(filename = \"./picture/object_detect.jpg\", width=800, height=600)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/jpeg": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 6,
     "metadata": {
      "image/jpeg": {
       "height": 600,
       "width": 800
      }
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#语义分割\n",
    "from IPython.display import Image\n",
    "Image(filename = \"./picture/语义分割.jpg\", width=800, height=600)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# AI+IOT=AIOT，智能物联网\n",
    "智能物联网，是在物联网基础上，由于物联网中嵌入式设备算力增强，可以将深度学习算法在嵌入式端进行，这就将物联网带入了智能时代。\n",
    "\n",
    "在AIOT方面的工作，可以划分为3的方向:\n",
    "\n",
    "(1)深度学习算法的研究。就是当前国家研究机构、大型企业正在做的深度卷及神经网络新模型的提出和改性。这方面工作需要投入大量的人力、物力和财力，主要国家研究机构和大型企业有能力进行的工作。最简单的，深度学习计算机价格都是以十万级或百万级别的。\n",
    "\n",
    "(2)深度学习算法的本地化实现。就是参照已开源的网络模型或者你能获取到的网络模型，我们针对我们硬件的计算特点，甄选出适合我们硬件的算法，或者在当前算法上改进出硬件友好型算法。例如，适合GPU的算法，不一定适合NPU或者FPGA。\n",
    "\n",
    "(3)将已甄选出的深度学习算法使用工具或者自行开发，在本地实现、运行。这部分就是算法工程化的工作了，例如，我们把算法使用HLS在FPGA上实现。\n",
    "\n",
    "对于从事AIOT开发的工程师，大部分从事第二、三部分工作。\n",
    "\n",
    "后续课程主要围绕着:理解深度卷积网络、理解zynq系列PL端(就是FPGA)硬件设计特点、甄选合适深度学习算法在zynq系列PL端，这三方面工作，进行我们的AIOT课程中，本地化深度学习算法的工作。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
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